{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.svm import LinearSVC, SVC\n",
    "import torch\n",
    "import transformers as tfs\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import re\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import SnowballStemmer\n",
    "import pymongo\n",
    "import os\n",
    "stop = stopwords.words('english')\n",
    "os.environ[\"KMP_DUPLICATE_LIB_OK\"]=\"TRUE\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.predictions.bias', 'cls.predictions.transform.dense.bias', 'cls.seq_relationship.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.decoder.weight', 'cls.seq_relationship.weight', 'cls.predictions.transform.LayerNorm.bias']\n",
      "- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n",
      "  0%|                                                                                          | 0/250 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test set shape: (300, 65)\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\r",
      "  0%|▎                                                                               | 1/250 [00:21<1:28:59, 21.44s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([300, 65, 768])\n",
      "test set shape: (300, 57)\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\r",
      "  1%|▋                                                                               | 2/250 [00:38<1:23:33, 20.21s/it]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([300, 57, 768])\n",
      "test set shape: (300, 77)\n"
     ]
    },
    {
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    {
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     "output_type": "stream",
     "text": [
      "torch.Size([300, 77, 768])\n",
      "test set shape: (300, 70)\n"
     ]
    },
    {
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    },
    {
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     "output_type": "stream",
     "text": [
      "torch.Size([300, 70, 768])\n",
      "test set shape: (300, 55)\n"
     ]
    },
    {
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     "output_type": "stream",
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    },
    {
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     "output_type": "stream",
     "text": [
      "torch.Size([300, 55, 768])\n",
      "test set shape: (300, 77)\n"
     ]
    },
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    },
    {
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     "text": [
      "torch.Size([300, 77, 768])\n",
      "test set shape: (300, 49)\n"
     ]
    },
    {
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    },
    {
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     "output_type": "stream",
     "text": [
      "torch.Size([300, 49, 768])\n",
      "test set shape: (300, 51)\n"
     ]
    },
    {
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      "torch.Size([300, 51, 768])\n",
      "test set shape: (300, 52)\n"
     ]
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      "torch.Size([300, 52, 768])\n",
      "test set shape: (300, 47)\n"
     ]
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     "text": [
      "torch.Size([300, 47, 768])\n",
      "test set shape: (300, 57)\n"
     ]
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    {
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     "text": [
      "torch.Size([300, 57, 768])\n",
      "test set shape: (300, 48)\n"
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      "  5%|███▉                                                                             | 12/250 [03:26<59:05, 14.90s/it]"
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    {
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     "text": [
      "torch.Size([300, 48, 768])\n",
      "test set shape: (300, 77)\n"
     ]
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     "text": [
      "torch.Size([300, 77, 768])\n",
      "test set shape: (300, 77)\n"
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      "torch.Size([300, 77, 768])\n",
      "test set shape: (300, 57)\n"
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    {
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    {
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      "torch.Size([300, 57, 768])\n",
      "test set shape: (300, 53)\n"
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      "torch.Size([300, 53, 768])\n",
      "test set shape: (300, 47)\n"
     ]
    },
    {
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    {
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      "torch.Size([300, 47, 768])\n",
      "test set shape: (300, 64)\n"
     ]
    },
    {
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    },
    {
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     "text": [
      "torch.Size([300, 64, 768])\n",
      "test set shape: (300, 77)\n"
     ]
    },
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      "torch.Size([300, 77, 768])\n",
      "test set shape: (300, 56)\n"
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      "torch.Size([300, 56, 768])\n",
      "test set shape: (300, 57)\n"
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      "torch.Size([300, 57, 768])\n",
      "test set shape: (300, 77)\n"
     ]
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      "torch.Size([300, 77, 768])\n",
      "test set shape: (300, 53)\n"
     ]
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    {
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    {
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      "torch.Size([300, 53, 768])\n",
      "test set shape: (300, 77)\n"
     ]
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      "torch.Size([300, 77, 768])\n",
      "test set shape: (300, 52)\n"
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    },
    {
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      "torch.Size([300, 52, 768])\n",
      "test set shape: (300, 51)\n"
     ]
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      "torch.Size([300, 51, 768])\n",
      "test set shape: (300, 50)\n"
     ]
    },
    {
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     "output_type": "stream",
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      " 11%|████████▋                                                                        | 27/250 [07:52<58:48, 15.82s/it]"
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    {
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     "output_type": "stream",
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      "torch.Size([300, 50, 768])\n",
      "test set shape: (300, 42)\n"
     ]
    },
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    {
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      "torch.Size([300, 42, 768])\n",
      "test set shape: (300, 76)\n"
     ]
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    {
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      "torch.Size([300, 76, 768])\n",
      "test set shape: (300, 48)\n"
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      "test set shape: (300, 55)\n"
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      "test set shape: (300, 52)\n"
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      "torch.Size([300, 52, 768])\n",
      "test set shape: (300, 51)\n"
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      "test set shape: (300, 61)\n"
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      "test set shape: (300, 59)\n"
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      "test set shape: (300, 77)\n"
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      "test set shape: (300, 66)\n"
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      "test set shape: (300, 55)\n"
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      "test set shape: (300, 53)\n"
     ]
    },
    {
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      "torch.Size([300, 48, 768])\n",
      "test set shape: (300, 45)\n"
     ]
    },
    {
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      "torch.Size([300, 45, 768])\n",
      "test set shape: (300, 50)\n"
     ]
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      "torch.Size([300, 50, 768])\n",
      "test set shape: (300, 48)\n"
     ]
    },
    {
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      "torch.Size([300, 48, 768])\n",
      "test set shape: (300, 46)\n"
     ]
    },
    {
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    },
    {
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      "test set shape: (300, 48)\n"
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    },
    {
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      "test set shape: (300, 72)\n"
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    },
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    },
    {
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      "torch.Size([300, 56, 768])\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
     "data": {
      "text/plain": [
       "{0:                                              sentences  polit\n",
       " 0    Jamaal Bowman, a progressive insurgent, has sc...      2\n",
       " 1    Mr. Bowman, a middle school principal from Yon...      2\n",
       " 2    The victory came with the help of an array of ...      2\n",
       " 3    As a first-time candidate with a fiery anti-es...      2\n",
       " 4    The start of the high school sports season in ...      2\n",
       " ..                                                 ...    ...\n",
       " 295  It's the first to examine the link between vap...      2\n",
       " 296  \"Teens and young adults need to know that if y...      2\n",
       " 297  E-cigarettes and marijuana vapes have skyrocke...      2\n",
       " 298  In 2018, 16% of college students said they vap...      2\n",
       " 299  For 12th graders, the share went from 11% to 2...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 1:                                              sentences  polit\n",
       " 300  As the US has reopened after its spring lockdo...      1\n",
       " 301                                                  \"      1\n",
       " 302  Young people may believe their age protects th...      2\n",
       " 303                                                  \"      1\n",
       " 304  This study tells us pretty clearly that youth ...      2\n",
       " ..                                                 ...    ...\n",
       " 595  But though 2020 is an unusual year in many way...      2\n",
       " 596  Do the math, explore a few different scenarios...      1\n",
       " 597  This website uses cookies in order to enhance ...      1\n",
       " 598  Please review our Privacy Policy to learn how ...      1\n",
       " 599  By continuing to use this website without chan...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 2:                                              sentences  polit\n",
       " 600  GameStop customers in the United States will b...      2\n",
       " 601   The new protocol will go into effect on July 27.      2\n",
       " 602  Customers with “concerns, or health-related is...      1\n",
       " 603  “We believe this is the right thing to do to e...      2\n",
       " 604  “Providing a safe environment in our stores fo...      1\n",
       " ..                                                 ...    ...\n",
       " 895  He called women “the real oppressors” in a 200...      1\n",
       " 896  When investigators discovered Mr. Den Hollande...      2\n",
       " 897                             The package was empty.      1\n",
       " 898  On Sunday afternoon, the judge’s husband was a...      2\n",
       " 899  Carlos Salas, an older brother of Judge Salas,...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 3:                                               sentences  polit\n",
       " 900   After the doorbell rang, the couple’s son open...      1\n",
       " 901   When the judge’s husband went over to see what...      1\n",
       " 902   The judge ran upstairs from the basement when ...      1\n",
       " 903   The judge’s husband, Mark Anderl, 63, was in t...      1\n",
       " 904   The couple’s son and only child, Daniel Anderl...      1\n",
       " ...                                                 ...    ...\n",
       " 1195  but I felt I didn’t quite have the right versi...      1\n",
       " 1196  So I got this song out for when Ringo was comi...      2\n",
       " 1197  The massive Flaming Pie reissue, due out July ...      1\n",
       " 1198  Beautiful Night EP Tracklist Beautiful Night (...      1\n",
       " 1199  Beautiful Night (1995 Demo) Beautiful Night (R...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 4:                                               sentences  polit\n",
       " 1200                                 Oobu Joobu Part 5:      1\n",
       " 1201  Giuffre alleges she was recruited by Maxwell i...      1\n",
       " 1202  Giuffre was around 17 at the time and she said...      1\n",
       " 1203  She did not allege abuse by Trump or at Mar-a-...      2\n",
       " 1204  A scanning electron microscope image of SARS-C...      2\n",
       " ...                                                 ...    ...\n",
       " 1495  There were multiple nominations for several ne...      2\n",
       " 1496  Check out the full list of nominations for the...      1\n",
       " 1497  Read more: How to stream the 2020 Emmys online...      1\n",
       " 1498  The Handmaid's Tale Killing Eve The Mandaloria...      1\n",
       " 1499  The Good Place Insecure The Kominsky Method Th...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 5:                                               sentences  polit\n",
       " 1500  What We Do In the Shadows Outstanding Limited ...      1\n",
       " 1501  Oh, Killing Eve Zendaya, Euphoria Outstanding ...      1\n",
       " 1502                                           , I Know      2\n",
       " 1503  This Much Is True Outstanding Lead Actress in ...      1\n",
       " 1504  Schitt's Creek Yvonne Orji, Insecure Cecily St...      1\n",
       " ...                                                 ...    ...\n",
       " 1795  In his case, he makes his needs clear to his l...      1\n",
       " 1796                                 Kwame needs a hug.      1\n",
       " 1797  Even though he’s gotten comfortable with sex a...      1\n",
       " 1798  Kwame wasn’t just sexually assaulted, he also ...      1\n",
       " 1799  Advertisement Casual hookups don’t force Kwame...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 6:                                               sentences  polit\n",
       " 1800  This does seem to be what Kwame needs and I wo...      1\n",
       " 1801  We all wish the perfect guy will drop out of a...      1\n",
       " 1802  That being said, that plate did look really good.      1\n",
       " 1803  Stray Observations Bella is back in purple as ...      1\n",
       " 1804  Literally consuming the affection of her fathe...      1\n",
       " ...                                                 ...    ...\n",
       " 2095  The Desolation patch also brings in a few new ...      2\n",
       " 2096  For a look at everything that’s changing in No...      1\n",
       " 2097  No Man’s Sky Desolation patch 2.6 notes Added ...      2\n",
       " 2098               These can be landed on and explored.      1\n",
       " 2099  Derelict freighters are procedurally generated...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 7:                                               sentences  polit\n",
       " 2100  Derelict freighters contain large volumes of v...      1\n",
       " 2101  Each star system has one derelict freighter st...      1\n",
       " 2102  Derelict freighters are home to several new ho...      1\n",
       " 2103  Derelict freighters contain procedurally gener...      1\n",
       " 2104  New lore and story content can be found when r...      1\n",
       " ...                                                 ...    ...\n",
       " 2395  Later on, Cadence of Hyrule will also add some...      2\n",
       " 2396  “Players can change the background music at an...      1\n",
       " 2397  Released by the end of October 2020, this DLC ...      1\n",
       " 2398  There will also be new story content in a thir...      1\n",
       " 2399  In this DLC, players will become Skull Kid, wh...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 8:                                               sentences  polit\n",
       " 2400                      There will also be new songs.      2\n",
       " 2401  As a meatier content drop, this DLC will set p...      2\n",
       " 2402  A Season Pass for all these additions can be p...      1\n",
       " 2403  Revel is suspending its service in New York Ci...      1\n",
       " 2404  According to the New York Post, Jeremy Malave,...      2\n",
       " ...                                                 ...    ...\n",
       " 2695  But with a twist,\" and included a GIF of a man...      1\n",
       " 2696  \"I'll respect anyone who takes it off-road,\" u...      1\n",
       " 2697  \"I'll even walk over to check it out and talk ...      1\n",
       " 2698                But it's a Jeep wave for a reason.\"      1\n",
       " 2699  VNT also responded, \"Ah no, but won't have tha...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 9:                                               sentences  polit\n",
       " 2700  \" On the private Jeep Facebook groups, a colle...      1\n",
       " 2701  A member, to whom Business Insider granted ano...      2\n",
       " 2702                  Screenshot. Anonymous Screenshot.      1\n",
       " 2703                              Anonymous Screenshot.      1\n",
       " 2704                                          Anonymous      1\n",
       " ...                                                 ...    ...\n",
       " 2995        Muppets Now is something new and very 2020.      2\n",
       " 2996  But the franchise’s rainbow connections very c...      1\n",
       " 2997  “People are not only consuming more because th...      2\n",
       " 2998  General Motors Co. shares GM, -2.24% rose 3.8%...      1\n",
       " 2999  The company said it had a net loss of $758 mil...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 10:                                               sentences  polit\n",
       " 3000  The company's adjusted per-share loss was 50 c...      2\n",
       " 3001  Sales fell 53% to $16.8 billion, but were ahea...      1\n",
       " 3002  Clearly, the second quarter was a challenge, b...      2\n",
       " 3003  \"These results illustrate the resiliency and e...      2\n",
       " 3004  To combat the effects of the pandemic, the com...      2\n",
       " ...                                                 ...    ...\n",
       " 3295  Nevada is the latest in a series of states to ...      2\n",
       " 3296  Restaurants must close their bar areas, even i...      1\n",
       " 3297  Restaurants can still serve alcohol but for no...      1\n",
       " 3298  \"We know that COVID-19 can easily spread when ...      2\n",
       " 3299  In states where we have seen significant spike...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 11:                                               sentences  polit\n",
       " 3300  Recently, Dr. Fauci, the U.S.'s top infectious...      2\n",
       " 3301                           We must heed his advice.      1\n",
       " 3302  \" Nevada is one of 19 states whose citizens be...      2\n",
       " 3303  According to the state health department, Neva...      2\n",
       " 3304  The Reno Gazette-Journal, part of the USA TODA...      1\n",
       " ...                                                 ...    ...\n",
       " 3595                               And yes, this is it.      1\n",
       " 3596            This is the swan song -- my last fight.      1\n",
       " 3597  I don't think that you usually look forward to...      2\n",
       " 3598  I find myself thinking about the day when I do...      1\n",
       " 3599  I look forward to the days when I'm doing more...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 12:                                               sentences  polit\n",
       " 3600  I'm garnering a lot of opportunities right now...      1\n",
       " 3601  I'm so excited about the potential life that I...      1\n",
       " 3602  None of that was possible without my fighting ...      1\n",
       " 3603  But you can always tell whenever the chapter i...      1\n",
       " 3604  I always say: All great champions have one gre...      2\n",
       " ...                                                 ...    ...\n",
       " 3895  In the return-to-play agreement between the NH...      2\n",
       " 3896  But returning to that secure zone is another m...      2\n",
       " 3897  According to the NHL, individuals who leave th...      2\n",
       " 3898                                                  \"      1\n",
       " 3899  In some cases, based on where the player trave...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 13:                                               sentences  polit\n",
       " 3900  \"You're going to have to take a lot of precaut...      1\n",
       " 3901  \"Depending on how you're going to travel and w...      2\n",
       " 3902  We're working on trying to figure out how to d...      2\n",
       " 3903                 But that's what's going to happen.      1\n",
       " 3904                                                  \"      1\n",
       " ...                                                 ...    ...\n",
       " 4195  Trump has repeatedly and consistently denied a...      2\n",
       " 4196                      Let our news meet your inbox.      1\n",
       " 4197  The news and stories that matters, delivered w...      2\n",
       " 4198  This site is protected by recaptcha Cohen bega...      1\n",
       " 4199  He was released in July to serve the rest of h...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 14:                                               sentences  polit\n",
       " 4200  The 53-year-old has a history of high blood pr...      2\n",
       " 4201  He has been described in the past as Trump's \"...      2\n",
       " 4202  In the excerpt released Thursday, Cohen claime...      1\n",
       " 4203  Cohen wrote that he is convinced Trump \"will n...      2\n",
       " 4204  \"The types of scandals that have surfaced in r...      2\n",
       " ...                                                 ...    ...\n",
       " 4495  In the search warrant affidavit filed Monday i...      1\n",
       " 4496  The man is a member of the Hell’s Angels motor...      1\n",
       " 4497  The affidavit describes the Aryan Cowboys as a...      1\n",
       " 4498  As of Tuesday, the man had not been arrested o...      1\n",
       " 4499                                       UMBRELLA MAN      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 15:                                               sentences  polit\n",
       " 4500  In the video footage captured of the incident,...      1\n",
       " 4501  Floyd died while in Minneapolis police custody...      1\n",
       " 4502  In the video footage, the so-called “Umbrella ...      1\n",
       " 4503  While it’s unclear what was said, body languag...      1\n",
       " 4504  It was later determined that the same man spra...      2\n",
       " ...                                                 ...    ...\n",
       " 4795  “He used to be really frustrated, like, ‘This ...      2\n",
       " 4796  I make more money than this in the streets,'” ...      2\n",
       " 4797  “I used to always tell him, ‘But you don’t hav...      1\n",
       " 4798  You ain’t taking no chances with your life and...      2\n",
       " 4799  I used to have to instill in his head to just ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 16:                                               sentences  polit\n",
       " 4800   I used to always tell him, ‘Baby, just trust me.      2\n",
       " 4801                It’s going to pay off in the end.'”      1\n",
       " 4802  A drug shortage finally curbed Baby’s appetite...      1\n",
       " 4803  “It probably was a drought for three weeks,” h...      1\n",
       " 4804                     “So I was like, ‘I’m straight.      1\n",
       " ...                                                 ...    ...\n",
       " 5095  It’s a longwinded way of saying that the actua...      2\n",
       " 5096  Related Story California Coronavirus Update: G...      2\n",
       " 5097  But just 24 hours after that news conference, ...      2\n",
       " 5098  That’s a lot less than the 11,645 reported on ...      2\n",
       " 5099  In fact, it looked a lot more like the 7,751 n...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 17:                                               sentences  polit\n",
       " 5100  On Wednesday, the state COVID-19 dashboard was...      2\n",
       " 5101  On Thursday, the disclaimer had been changed t...      2\n",
       " 5102  So is the drop a result of a drop in the numbe...      2\n",
       " 5103            There was no official guidance on that.      2\n",
       " 5104  But is seems hard to believe that the positive...      2\n",
       " ...                                                 ...    ...\n",
       " 5395  The comedian confirmed the news of her special...      1\n",
       " 5396                                         It’s true!      1\n",
       " 5397                     I’m getting a Netflix special!      1\n",
       " 5398  And I couldn’t have done it without all your s...      1\n",
       " 5399  ❤️❤️❤️ — Sarah Cooper (@sarahcpr) August 12, 2020      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 18:                                               sentences  polit\n",
       " 5400  During an interview with “The Tonight Show Sta...      1\n",
       " 5401  \"The Tonight Show\" airs on NBC, which is owned...      1\n",
       " 5402                      Let our news meet your inbox.      1\n",
       " 5403  The news and stories that matters, delivered w...      2\n",
       " 5404  This site is protected by recaptcha “It’s just...      1\n",
       " ...                                                 ...    ...\n",
       " 5695  The timing makes sense -- remember, we got a n...      2\n",
       " 5696  Now playing: Watch this: What I'd like to see ...      1\n",
       " 5697  Recently certified by the FCC, here is our fir...      1\n",
       " 5698  😁 pic.twitter.com/Ltp1quPFqc — Android TV Guid...      2\n",
       " 5699                    What is this new Google device?      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 19:                                               sentences  polit\n",
       " 5700  The speaker is referred to as an \"interactive ...      2\n",
       " 5701  Included file photos show it has the familiar ...      1\n",
       " 5702  This fabric wraps all the way around the devic...      2\n",
       " 5703  In the tweet, a photo beside a ruler indicates...      1\n",
       " 5704  Documentation also confirms that there will be...      2\n",
       " ...                                                 ...    ...\n",
       " 5995  Devindra Hardawar took this top-of-the-line $3...      1\n",
       " 5996  Unsurprisingly, it can handle pretty much any ...      1\n",
       " 5997  you’d like to see on a large 4K screen, and it...      1\n",
       " 5998                                  Continue reading.      1\n",
       " 5999       Space Force official logo and motto unveiled      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 20:                                               sentences  polit\n",
       " 6000                            Yes, it looks familiar.      1\n",
       " 6001  Space Force No, it’s not Star Trek or Pontiac,...      2\n",
       " 6002                                  Continue reading.      1\n",
       " 6003  AT&T is telling customers they need new phones...      1\n",
       " 6004                                               AT&T      2\n",
       " ...                                                 ...    ...\n",
       " 6295                    There's no question about that.      2\n",
       " 6296  \" Stone was convicted of obstructing a congres...      2\n",
       " 6297  The 67-year-old former Trump campaign aide, wh...      2\n",
       " 6298  Trump's commutation of Stone's sentence less t...      2\n",
       " 6299  Republicans celebrated the move, while Democra...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 21:                                               sentences  polit\n",
       " 6300  Stone said he will celebrate his freedom by wr...      1\n",
       " 6301  The Justice Department dropped the charges in ...      2\n",
       " 6302  Stone also threatened to file a formal complai...      2\n",
       " 6303  \"If you saw his testimony before the [House Ju...      2\n",
       " 6304                 \"I got special treatment, he says.      1\n",
       " ...                                                 ...    ...\n",
       " 6595                                                  \"      1\n",
       " 6596  Well I think Dr. Redfield was noting – he does...      2\n",
       " 6597                 \"It will be supplemental guidance.      1\n",
       " 6598  But these are not requirements and not prescri...      2\n",
       " 6599  We all have the same goal here, and it's for s...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 22:                                               sentences  polit\n",
       " 6600  Redfield's comments came one day after Trump p...      2\n",
       " 6601  The opening of schools has become a central is...      2\n",
       " 6602  \"I disagree with @CDCgov on their very tough &...      2\n",
       " 6603  \"While they want them open, they are asking sc...      1\n",
       " 6604                     I will be meeting with them!!!      2\n",
       " ...                                                 ...    ...\n",
       " 6895  CBP and the Department of Homeland Security mo...      2\n",
       " 6896  However, CBP has a very different mandate and ...      2\n",
       " 6897  The tactics that are now being decried as indi...      2\n",
       " 6898  The authorization of federal authorities in a ...      2\n",
       " 6899  After Sept. 11, when immigration, and specific...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 23:                                               sentences  polit\n",
       " 6900  An expansive definition of terrorism helped ju...      2\n",
       " 6901  In 2020, the CBP budget was $18.2 billion, a n...      2\n",
       " 6902  Ordinarily, the CBP works primarily in the bor...      2\n",
       " 6903  Critically, federal courts have had a tendency...      2\n",
       " 6904  It’s also important to note that CBP officers ...      1\n",
       " ...                                                 ...    ...\n",
       " 7195  “It has to be acknowledged and looked at every...      1\n",
       " 7196  Health Department guidelines say that every on...      2\n",
       " 7197  Dustin Lee, chief executive of Prairie Senior ...      2\n",
       " 7198  In addition to talking about COVID-19 risks an...      2\n",
       " 7199  “The one-on-one conversations with our staff t...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 24:                                               sentences  polit\n",
       " 7200  There are no shortcuts to getting in front of ...      1\n",
       " 7201  Lee estimates that about 85% of the staff reco...      2\n",
       " 7202  The remainder tend to be younger, single worke...      2\n",
       " 7203  So far, Prairie Senior Cottages has not had a ...      2\n",
       " 7204  “The reason why COVID spreads is because of hu...      1\n",
       " ...                                                 ...    ...\n",
       " 7495  But if they have not yet fallen down the rabbi...      2\n",
       " 7496  The second approach involves challenging the r...      2\n",
       " 7497  You may want to point out that throughout hist...      2\n",
       " 7498  For instance, the longstanding claims by AIDS ...      2\n",
       " 7499  More recent and similarly baseless theories ab...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 25:                                               sentences  polit\n",
       " 7500  Setting these conspiracy theories in their his...      2\n",
       " 7501  This just might encourage the person to direct...      2\n",
       " 7502                                                 6.      1\n",
       " 7503  Finally, be realistic There is, of course, no ...      2\n",
       " 7504  There are no incontestable arguments or fail-p...      2\n",
       " ...                                                 ...    ...\n",
       " 7795  In a statement issued by Moderna, Noubar Afeya...      1\n",
       " 7796         Her resignation was effective immediately.      2\n",
       " 7797  Advertisement Representatives for the NIH did ...      2\n",
       " 7798  This is not the first time that Nabel’s multip...      1\n",
       " 7799  In 2016, a congressional committee report said...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 26:                                               sentences  polit\n",
       " 7800  The report found that the NFL “inappropriately...      2\n",
       " 7801  Nabel knows NIH well, having directed its Nati...      1\n",
       " 7802  When the report was issued, she said she “had ...      1\n",
       " 7803  The agency stuck with its decision to award th...      2\n",
       " 7804  Nabel’s recent sales of Moderna stock weren’t ...      1\n",
       " ...                                                 ...    ...\n",
       " 8095                                          Grumbled?      2\n",
       " 8096                                          Grumbled?      2\n",
       " 8097                          She wrote books about it.      1\n",
       " 8098                      Don't use the word \"grumbled.      1\n",
       " 8099  \" Swan: … What does that look like, not accept...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 27:                                               sentences  polit\n",
       " 8100                                             Trump:      1\n",
       " 8101    We have a new phenomena, called mail-in voting.      2\n",
       " 8102                                         Swan: New?      1\n",
       " 8103                It's been here since the Civil War.      2\n",
       " 8104  … It'll be bigger this year because of the pan...      2\n",
       " ...                                                 ...    ...\n",
       " 8395  Kacian, who literally wrote the book on Englis...      1\n",
       " 8396  When first reached for his expertise on the su...      1\n",
       " 8397  That said, he was more than happy to provide h...      1\n",
       " 8398  A lot of the failings in the Ghost of Tsushima...      1\n",
       " 8399  Upon finding a peaceful place to compose poetr...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 28:                                               sentences  polit\n",
       " 8400  As someone with the bare minimum of knowledge ...      1\n",
       " 8401  But according to Kacian, the game doesn’t comp...      1\n",
       " 8402  Advertisement “The choices offered you made it...      1\n",
       " 8403  “They are all about ideas and conclusions, not...      1\n",
       " 8404  In each instance, the choices available to you...      2\n",
       " ...                                                 ...    ...\n",
       " 8695  NESN has 55 Red Sox regular-season broadcasts ...      1\n",
       " 8696  NESN will also carry two Red Sox home exhibiti...      1\n",
       " 8697  But NESN will have some personnel at the ballp...      1\n",
       " 8698  Senior producer Amy Johnson and director Mike ...      2\n",
       " 8699  NESN will situate producer/director Dan Aspan ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 29:                                               sentences  polit\n",
       " 8700  Advertisement “When baseball first announced t...      1\n",
       " 8701  “So when that happened we started looking at t...      1\n",
       " 8702         One major consideration was Remy’s health.      2\n",
       " 8703  The popular former second baseman and broadcas...      1\n",
       " 8704  He is feeling well now in part due to a clinic...      1\n",
       " ...                                                 ...    ...\n",
       " 8995  In the event of a positive test, the NFL has c...      2\n",
       " 8996  If there is a fear of in-game exposure, the NF...      2\n",
       " 8997  Anyone who engages in team activities will be ...      1\n",
       " 8998                                                 8.      1\n",
       " 8999  Protocols will be enforced by unannounced insp...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 30:                                               sentences  polit\n",
       " 9000                                                 9.      1\n",
       " 9001  Early training camp practices will look differ...      1\n",
       " 9002  Because the entire offseason program was condu...      2\n",
       " 9003  It will begin with two days designated for med...      2\n",
       " 9004                                                10.      1\n",
       " ...                                                 ...    ...\n",
       " 9295                                              H1N1.      1\n",
       " 9296                                  He calls it N1H1.      1\n",
       " 9297                                              H1N1.      1\n",
       " 9298  Got very poor marks from Gallup on the job the...      1\n",
       " 9299          And they stopped very early on, testing.”      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 31:                                               sentences  polit\n",
       " 9300                                             False.      1\n",
       " 9301  Mr. Trump was referring to the performance of ...      2\n",
       " 9302  Diagnostic tests for the swine flu were approv...      2\n",
       " 9303  From May to September 2009, the Centers for Di...      2\n",
       " 9304  Gallup polls showed that 67 percent of America...      2\n",
       " ...                                                 ...    ...\n",
       " 9595  This feature offers a way for players to find ...      1\n",
       " 9596  Players will no longer have to roam the stars ...      1\n",
       " 9597  Additionally, with the cancellation of the All...      2\n",
       " 9598  The Abyssal Proving Grounds offer a new platfo...      1\n",
       " 9599  Advertisement The Zenith quadrant launches tod...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 32:                                               sentences  polit\n",
       " 9600  2020, while pretty much a dumpster fire, is ne...      2\n",
       " 9601                                    More EVE Online      1\n",
       " 9602  IDAHO FALLS — Another eastern Idahoan has died...      2\n",
       " 9603  On Friday, the Southeast Idaho Public Health D...      1\n",
       " 9604  Health officials say he had been hospitalized ...      1\n",
       " ...                                                 ...    ...\n",
       " 9895                                   I took the leap.      1\n",
       " 9896  I hadn't hugged anybody since March, except fo...      2\n",
       " 9897  \"I hugged her brothers, her mom, her cousin, a...      1\n",
       " 9898  Keene says she didn't talk to anyone at length...      1\n",
       " 9899  “That’s the problem with funerals,” Schindler ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 33:                                                sentences  polit\n",
       " 9900   “There’s going to be happy tears, and there’s ...      1\n",
       " 9901   I saw people wiping their eyes, but I don’t th...      1\n",
       " 9902   Words of advice Keene and Schindler are both c...      1\n",
       " 9903                 Keene says it all happened so fast.      1\n",
       " 9904   She felt she just slipped up that one time, no...      1\n",
       " ...                                                  ...    ...\n",
       " 10195  Some people never call back, some people hang ...      1\n",
       " 10196                  The big seller during quarantine?      2\n",
       " 10197                                             Booze.      1\n",
       " 10198  While many retailers across the state have str...      2\n",
       " 10199  More free time, a stimulus check and a decline...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 34:                                                sentences  polit\n",
       " 10200  While alcohol sales are up across the board, t...      2\n",
       " 10201  Some retailers are concerned what will happen ...      1\n",
       " 10202  “Because we really haven’t felt the impact of ...      2\n",
       " 10203  “With that being said, the great part of our i...      1\n",
       " 10204  Walmart won’t open this Thanksgiving The holid...      1\n",
       " ...                                                  ...    ...\n",
       " 10495  This rural district is Trump country, but Feeh...      2\n",
       " 10496  In a suburban Twin Cities district that Trump ...      2\n",
       " 10497  A late recruit, Kistner has proved a formidabl...      2\n",
       " 10498  In a neighboring district, health care executi...      2\n",
       " 10499  Republicans held this seat before the 2018 mid...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 35:                                                sentences  polit\n",
       " 10500  In another reach district in rural southwester...      2\n",
       " 10501  This seat is one of 30 Democratic-held distric...      2\n",
       " 10502  He won by 19 points in 2018 and has over $3 mi...      2\n",
       " 10503  A popular Republican governor in a blue state ...      2\n",
       " 10504  The top candidates in the four-person Democrat...      2\n",
       " ...                                                  ...    ...\n",
       " 10795  The deal, the biggest in the oil sector since ...      2\n",
       " 10796  Marathon said it will use $16.5 billion in aft...      1\n",
       " 10797  The Japanese retailer was seeking a deal earli...      1\n",
       " 10798  Isaka has overseen a broad restructuring of th...      1\n",
       " 10799  “Japan’s convenience store market is at its li...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 36:                                                sentences  polit\n",
       " 10800  “There will be a short-term impact from the co...      2\n",
       " 10801  North America accounted for about 40% of the c...      2\n",
       " 10802  Speedway’s store count has tripled since 2011 ...      2\n",
       " 10803  Investor Pressure Late last year, Marathon fac...      2\n",
       " 10804  Elliott had been pushing for Marathon to break...      1\n",
       " ...                                                  ...    ...\n",
       " 11095  “We need to pull each other aside and say enou...      1\n",
       " 11096  Right from the start, Meghan Markle got a sens...      1\n",
       " 11097  In a new excerpt from the upcoming book Findin...      1\n",
       " 11098  The excerpt, posted by People, claims that Meg...      1\n",
       " 11099  \"She was advised that wearing such a necklace ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 37:                                                sentences  polit\n",
       " 11100  And during a talk with a Kensington Palace sen...      1\n",
       " 11101  But after hanging up, she felt frustrated and ...      2\n",
       " 11102  While she knew the aide had good intentions, t...      1\n",
       " 11103  According to the book, the now Duchess of Suss...      1\n",
       " 11104                          I don't know what to say.      2\n",
       " ...                                                  ...    ...\n",
       " 11395   “That would be our recommendation at this time.”      1\n",
       " 11396  Contributing: Eric Rogers and information from...      1\n",
       " 11397        Follow Andrew Marra on Twitter: @AMarranara      1\n",
       " 11398  If your favorite Reddit community looked like ...      1\n",
       " 11399  Both Motherboard and ZDNet report that hackers...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 38:                                                sentences  polit\n",
       " 11400  The affected communities appear to have recove...      2\n",
       " 11401  A Reddit spokesperson told Motherboard that th...      2\n",
       " 11402  It locked down those accounts while it was res...      1\n",
       " 11403  ZDNet noted that an apparently hijacked Twitte...      1\n",
       " 11404  Legendary TV personality Regis Philbin, who di...      1\n",
       " ...                                                  ...    ...\n",
       " 11695  The Bipartisan Policy Center projects that if ...      2\n",
       " 11696  That could prompt a 31% cut in retirement bene...      2\n",
       " 11697  Before the pandemic, that program's trustees e...      2\n",
       " 11698         The Medicare trust fund is in worse shape.      2\n",
       " 11699  Its trustees said the program would run out of...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 39:                                                sentences  polit\n",
       " 11700                       Image copyright Getty Images      1\n",
       " 11701  Amid the global debate about race relations, c...      2\n",
       " 11702  Nigerian journalist and novelist Adaobi Tricia...      1\n",
       " 11703  My great-grandfather, Nwaubani Ogogo Oriaku, w...      1\n",
       " 11704  He dealt in a number of goods, including tobac...      1\n",
       " ...                                                  ...    ...\n",
       " 11995  While Italy appears to have tamed the virus, t...      2\n",
       " 11996  Lopez Obrador said he was briefed on the pande...      2\n",
       " 11997                     \"The report is positive, good.      1\n",
       " 11998  The conclusion is that the pandemic is going d...      2\n",
       " 11999  Lopez Obrador also backed Hugo Lopez-Gatell, M...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 40:                                                sentences  polit\n",
       " 12000  Lopez-Gatell has kept revising his projections...      1\n",
       " 12001              In early May, the estimate was 6,000.      2\n",
       " 12002  The coronavirus death toll per million residen...      2\n",
       " 12003  But Mexican officials say the true toll is lik...      2\n",
       " 12004  A Reuters analysis of funeral-home data in May...      2\n",
       " ...                                                  ...    ...\n",
       " 12295  The actor was also active on stage, appearing ...      1\n",
       " 12296  She also played the character of Wilma in the ...      1\n",
       " 12297  Off Broadway, Somerville acted in Too Much, To...      1\n",
       " 12298  Among her film work, Somerville had roles in t...      1\n",
       " 12299               The Curious Case of Benjamin Button.      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 41:                                                sentences  polit\n",
       " 12300  Somerville's last role was the detective serie...      1\n",
       " 12301  Tickets to the event sold out in just a couple...      1\n",
       " 12302  If you missed your shot at tickets to Minnesot...      1\n",
       " 12303                     But it'll cost a pretty penny.      1\n",
       " 12304  The event is the 2020 Minnesota State Fair Foo...      2\n",
       " ...                                                  ...    ...\n",
       " 12595                                        Evictions :      1\n",
       " 12596  A federal moratorium on evictions expired July...      2\n",
       " 12597  The president has said he wants to extend thes...      2\n",
       " 12598  A federal moratorium on evictions expired July...      2\n",
       " 12599  The president has said he wants to extend thes...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 42:                                                sentences  polit\n",
       " 12600  The provision is set to expire at the end of S...      2\n",
       " 12601  The president is expected to extend its expira...      1\n",
       " 12602  Along with the three programs listed by Mnuchi...      2\n",
       " 12603  \"It's going to take a little bit of time for u...      2\n",
       " 12604  Both sides had set a self-imposed deadline to ...      2\n",
       " ...                                                  ...    ...\n",
       " 12895  Mr. Lukens, who served as the acting ambassado...      1\n",
       " 12896  A few months later, Mr. Johnson forced out Mr....      1\n",
       " 12897                                 NYT NEW … AD WARS:      2\n",
       " 12898  A health care trade group is launching an ad c...      2\n",
       " 12899  PCMA, the Pharmaceutical Care Management Assoc...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 43:                                                sentences  polit\n",
       " 12900  A source familiar with the effort says the gro...      2\n",
       " 12901  The ad VEEPSTAKES -- “Elizabeth Warren’s new r...      2\n",
       " 12902  They talk every 10 days or so, according to ai...      1\n",
       " 12903  Those forums have provided opportunities for W...      2\n",
       " 12904  “He adopted Warren-endorsed plans on personal ...      2\n",
       " ...                                                  ...    ...\n",
       " 13195  Aug. 8: The Pac-12 players behind the “WeAreUn...      2\n",
       " 13196  The group accused the commissioner of not taki...      1\n",
       " 13197  “Without a discernible plan and mandates to en...      2\n",
       " 13198  Jackman joked he doesn't think Reynolds will \"...      1\n",
       " 13199    It's the celebrity \"feud\" that keeps on giving.      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 44:                                                sentences  polit\n",
       " 13200  Hugh Jackman couldn't help but toss out some c...      1\n",
       " 13201  \"I don't think he's going to get out of bed fo...      1\n",
       " 13202  \"There could be a lot of bitterness and anger ...      1\n",
       " 13203                           Just watch it, you know.      1\n",
       " 13204  It's gonna be a tough day, but good for [Reyno...      1\n",
       " ...                                                  ...    ...\n",
       " 13495      Get breaking news alerts and special reports.      1\n",
       " 13496  The news and stories that matter, delivered we...      2\n",
       " 13497  Hurricane Douglas became the first hurricane o...      2\n",
       " 13498  It's a late start for the region's hurricane s...      2\n",
       " 13499  Douglas, now a major hurricane with sustained ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 45:                                                sentences  polit\n",
       " 13500  According to the NHC, there is a strong chance...      2\n",
       " 13501  Track the path of the storm system with this m...      2\n",
       " 13502  The catch in all of this is that neither Pfize...      1\n",
       " 13503  The situation is similar to what happened with...      2\n",
       " 13504  As I wrote in last week’s newsletter, to speed...      2\n",
       " ...                                                  ...    ...\n",
       " 13795  My father, my family, we grew up as Knick fans...      2\n",
       " 13796  \"I think I experienced it during the '90s that...      1\n",
       " 13797  And so I love challenges, I love that city, I ...      1\n",
       " 13798  Thibodeau signed a five-year contract with the...      1\n",
       " 13799  Thibodeau, 62, is 352-246 in eight seasons coa...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 46:                                                sentences  polit\n",
       " 13800  He was the Coach of the Year in 2011 in his fi...      2\n",
       " 13801  The Bulls had the best record in the league in...      1\n",
       " 13802  Then Thibodeau went to Minnesota, where a 47-w...      1\n",
       " 13803  New Knicks President Leon Rose watched Thibode...      1\n",
       " 13804  \"I mean there's no doubt that our relationship...      2\n",
       " ...                                                  ...    ...\n",
       " 14095  We’re equipped to avoid and respond to acute d...      2\n",
       " 14096  ‘It’s worrisome’ No one is immune from caution...      2\n",
       " 14097  Twenty-five new cases were reported in the Nor...      1\n",
       " 14098  There are 54,463 total positive cases and coun...      2\n",
       " 14099  It’s worrisome, Sutherland said, because our e...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 47:                                                sentences  polit\n",
       " 14100  In every situation where we don’t do our best,...      2\n",
       " 14101  It’s hard to force physical distancing onto an...      2\n",
       " 14102  Our lives are arranged around social closeness...      1\n",
       " 14103  “We have really strong needs for survival, but...      1\n",
       " 14104  Couple that with feelings of hopelessness and ...      1\n",
       " ...                                                  ...    ...\n",
       " 14395  But we've already accomplished what we thought...      2\n",
       " 14396                          That's what's important.\"      1\n",
       " 14397  Without Aldridge or Lyles, San Antonio opted t...      1\n",
       " 14398  Walker, who had 12 points and seven rebounds a...      1\n",
       " 14399                                                  \"      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 48:                                                sentences  polit\n",
       " 14400  Coming into the bubble and playing together, n...      1\n",
       " 14401  \"Since I've been here, it's never felt like th...      1\n",
       " 14402  It's been great to have good vibes and everyth...      1\n",
       " 14403                                                  \"      1\n",
       " 14404  Popovich said development was going to be key ...      1\n",
       " ...                                                  ...    ...\n",
       " 14695  The caregiver couple who operate the home test...      2\n",
       " 14696  He was never tested for the virus at the home,...      1\n",
       " 14697  “Everything I’ve read, the earlier you catch i...      1\n",
       " 14698  “That is why I’m frustrated these homes are no...      1\n",
       " 14699  Anyone who goes in or out should be wearing a ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 49:                                                sentences  polit\n",
       " 14700                                           Anybody.      2\n",
       " 14701                                  And they are not.      1\n",
       " 14702                                     They weren’t.”      1\n",
       " 14703  Testing strategy questioned Testing and delive...      2\n",
       " 14704  People who get a test but must wait a week or ...      1\n",
       " ...                                                  ...    ...\n",
       " 14995  It was slated for theaters before the pandemic...      1\n",
       " 14996  Having to pony up for a ticket to An American ...      1\n",
       " 14997  When it works, which it does most of all in it...      1\n",
       " 14998  Ben has a roomy apartment, an Amazon Alexa, a ...      1\n",
       " 14999  His main passion is his app, which scans produ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 50:                                                sentences  polit\n",
       " 15000  Selling the project will hopefully make him mo...      1\n",
       " 15001  Herschel, with his unswerving faith, his deep ...      1\n",
       " 15002                              “You were raised Jew!      1\n",
       " 15003                            Are you not still Jew?”      2\n",
       " 15004  Herschel demands, aghast, when he discovers th...      1\n",
       " ...                                                  ...    ...\n",
       " 15295  They gave the ancient samples carbon and nitro...      2\n",
       " 15296  Over a period of 68 days, the vast majority of...      2\n",
       " 15297  Researchers said aerobic bacteria dominated th...      1\n",
       " 15298  \"What we found is that life expends all the wa...      1\n",
       " 15299  \"Those organisms are not only alive in the dee...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 51:                                                sentences  polit\n",
       " 15300  \"It is surprising and biologically challenging...      2\n",
       " 15301  The research indicates that microbes could sur...      2\n",
       " 15302  Through further experiments, researchers now h...      2\n",
       " 15303  \"The most exciting part of this study is that ...      2\n",
       " 15304  Maintaining full physiological capability for ...      2\n",
       " ...                                                  ...    ...\n",
       " 15595  Her most recent Emmy nom comes in the guest co...      1\n",
       " 15596                   (Tina Fey) on “30 Rock” in 2009.      1\n",
       " 15597  This is far from Aniston’s first attention in ...      2\n",
       " 15598  During the winter awards season, she scored a ...      1\n",
       " 15599  That SAG became her first-ever small-screen dr...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 52:                                                sentences  polit\n",
       " 15600  On the film side, Aniston’s dramatic work has ...      1\n",
       " 15601  Announcements by the Washington Redskins and t...      1\n",
       " 15602  The team’s top executive, Terry McGuirk, has a...      2\n",
       " 15603  “We are so proud of our team’s name, and our e...      1\n",
       " 15604  “I would say unequivocally the Atlanta Braves’...      2\n",
       " ...                                                  ...    ...\n",
       " 15895  Research is revealing to many people nuances a...      2\n",
       " 15896  The fight between Black Lives Matter and all l...      2\n",
       " 15897  The reason that Black Lives Matter became a th...      1\n",
       " 15898  Black men and women were being executed on a r...      2\n",
       " 15899  Related Articles Harriette Cole: No shampoo, n...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 53:                                                sentences  polit\n",
       " 15900                                  Yes, I’m annoyed.      1\n",
       " 15901  Harriette Cole: I don’t want her married on my...      1\n",
       " 15902  I’m suspicious Harriette Cole: Why doesn’t he ...      1\n",
       " 15903                                    Harriette Cole:      1\n",
       " 15904  My friend asked nosy questions about what fell...      2\n",
       " ...                                                  ...    ...\n",
       " 16195  The virus had been circulating more widely in ...      2\n",
       " 16196  Face masks are already compulsory in enclosed ...      1\n",
       " 16197  Experts have warned that France could lose con...      2\n",
       " 16198  Several cities, such as Nice and Lille, have i...      2\n",
       " 16199  Paris authorities have not yet detailed which ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 54:                                                sentences  polit\n",
       " 16200  The zones where masks are mandatory will be ev...      2\n",
       " 16201  In a statement on Saturday, authorities said t...      2\n",
       " 16202  They added that 400 people were testing positi...      2\n",
       " 16203  Officials earlier this week said they had call...      1\n",
       " 16204  \"We are going to ask that [mask-wearing] becom...      1\n",
       " ...                                                  ...    ...\n",
       " 16495                                 “I would hope not.      1\n",
       " 16496  Because that’s what’s going to happen,” he added.      1\n",
       " 16497  “There will be retribution for badly run elect...      2\n",
       " 16498  Núñez Feijóo is the most prominent voice on th...      1\n",
       " 16499  Therefore the results could be used by Casado'...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 55:                                                sentences  polit\n",
       " 16500  The leftist Galician Nationalist Bloc (BNG) mo...      2\n",
       " 16501  The group overtook the Socialists, who maintai...      2\n",
       " 16502  The left-wing Galicia en Común alliance, which...      2\n",
       " 16503  The Basque election dealt a bigger blow to the...      2\n",
       " 16504  Together the two parties won five seats, four ...      2\n",
       " ...                                                  ...    ...\n",
       " 16795  Another suspect, Cecily Aguilar, 22, Robinson'...      1\n",
       " 16796  She was charged with one count of conspiracy t...      2\n",
       " 16797        Aguilar is being held in jail without bond.      2\n",
       " 16798                            She pleaded not guilty.      2\n",
       " 16799  ABC News' Christina Carrega, Meredith Deliso, ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 56:                                                sentences  polit\n",
       " 16800  Gresham sees another 232-case COVID-19 increas...      2\n",
       " 16801  The Oregon Health Authority (OHA) Weekly Repor...      2\n",
       " 16802  This is excluding Troutdale and Wood Village, ...      2\n",
       " 16803  \"During the week of July 26–August 1, 33,918 O...      2\n",
       " 16804  Not all positive tests represent new cases; so...      1\n",
       " ...                                                  ...    ...\n",
       " 17095  The new game, which puts players in Samurai Ja...      1\n",
       " 17096  Battle Through Time will tie into the series f...      1\n",
       " 17097  Players will be able to equip Jack with over a...      1\n",
       " 17098  The game brings Genndy Tartakovsky’s iconic 2D...      1\n",
       " 17099  Additionally, the game was written by the orig...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 57:                                                sentences  polit\n",
       " 17100  if you find yourself missing the animated seri...      1\n",
       " 17101  BERLIN — The trial of a German man charged wit...      1\n",
       " 17102  Prosecutors said the defendant, Stephan Ballie...      2\n",
       " 17103  He is charged with two counts of murder over t...      1\n",
       " 17104        If convicted, he could face life in prison.      1\n",
       " ...                                                  ...    ...\n",
       " 17395  The star's cause of death was revealed Wednesd...      2\n",
       " 17396  News Philbin died from from a myocardial infar...      1\n",
       " 17397  The late host was remembered by countless cele...      1\n",
       " 17398  Philbin was one of America's most beloved TV h...      1\n",
       " 17399  However, he was perhaps most known for his lon...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 58:                                                sentences  polit\n",
       " 17400  Family man: The Philbins with their daughters,...      1\n",
       " 17401  Philbin co-hosted the show with Kathie Lee Gif...      1\n",
       " 17402  Gifford paid tribute to Philbin on the Today s...      1\n",
       " 17403  We just took off like a rocket,' she said, des...      1\n",
       " 17404  Gifford said she recently had lunch with Philb...      1\n",
       " ...                                                  ...    ...\n",
       " 17695  New York City health department data showed th...      1\n",
       " 17696  It's the first time since March 13 that no dea...      2\n",
       " 17697  New York diners eat al fresco due to COVID-19 ...      2\n",
       " 17698  Saturday saw no deaths at all from coronavirus...      2\n",
       " 17699  The very first person to die from the virus in...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 59:                                                sentences  polit\n",
       " 17700               Daily deaths peaked at 799 in April.      2\n",
       " 17701  Since that time, 18,670 people have died from ...      1\n",
       " 17702  Alongside deaths, the total number of New York...      2\n",
       " 17703  But Governor Andrew Cuomo is predicting a new ...      2\n",
       " 17704  Stephane Labossiere, right, with the Mayor's O...      2\n",
       " ...                                                  ...    ...\n",
       " 17995  You have the ‘Heads of State,’ like Nicki Mina...      1\n",
       " 17996  Nicki could be effective in so many other cons...      1\n",
       " 17997  A lot of music today is very unfortunate and d...      2\n",
       " 17998  The controversy began when Green (seen in 2006...      1\n",
       " 17999  I get it, the independent woman and being in c...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 60:                                                sentences  polit\n",
       " 18000        I get it all, [but] it comes at what cost?'      2\n",
       " 18001  CeeLo released a social media statement on Wed...      1\n",
       " 18002  He wrote: 'I know most of them personally and ...      1\n",
       " 18003  Therefore, I would never disrespect them by an...      1\n",
       " 18004  I acknowledge them all as powerful, beautiful ...      2\n",
       " ...                                                  ...    ...\n",
       " 18295          They will be self quarantining at home...      2\n",
       " 18296  The rest of the family including my Mother hav...      2\n",
       " 18297  Abhishek said he and his father were positive ...      1\n",
       " 18298  He said: 'My father and I remain in hospital t...      1\n",
       " 18299          Everyone please remain cautious and safe.      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 61:                                                sentences  polit\n",
       " 18300                          Please follow all rules!'      1\n",
       " 18301  High profile: It comes after her father-in-law...      1\n",
       " 18302  Aishwarya's daughter Aaradhya Bachchan has als...      1\n",
       " 18303  Aishwarya took the Miss World crown in 1994 an...      1\n",
       " 18304  She went on to become one of the most famous B...      1\n",
       " ...                                                  ...    ...\n",
       " 18595  Since becoming Attorney General she has argued...      1\n",
       " 18596  In February she told Spectrum News the country...      2\n",
       " 18597  But now James has chosen the fight that is sur...      1\n",
       " 18598  Already Trump has attacked her, calling her la...      2\n",
       " 18599  She sued four leaders of the group, including ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 62:                                                sentences  polit\n",
       " 18600  James has chosen the fight that is sure to def...      1\n",
       " 18601  She's pictured during the 2018 Pride March wit...      1\n",
       " 18602  The group hit back with its own lawsuit saying...      2\n",
       " 18603  It's a fight that is likely to go on for years...      1\n",
       " 18604  She is already being touted as a possible futu...      2\n",
       " ...                                                  ...    ...\n",
       " 18895  The White House says: 'The false statements in...      2\n",
       " 18896  December 2: Trump tweets: 'I had to fire Gener...      1\n",
       " 18897  But Judge Emmet Sullivan says 'arguably you so...      1\n",
       " 18898  Sentencing is deferred 2019 June 12: Flynn fir...      1\n",
       " 18899  A week later he asks for probation if he can't...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 63:                                                sentences  polit\n",
       " 18900  Sentencing is deferred until February 20 Febru...      1\n",
       " 18901  They also show an unnamed FBI official's notes...      1\n",
       " 18902  Truth/Admission or to get him to lie, so we ca...      2\n",
       " 18903  Trump starts a tweet storm which lasts into th...      1\n",
       " 18904  May 7 Department of Justice says it is withdra...      2\n",
       " ...                                                  ...    ...\n",
       " 19195  Pelosi said before the start of the meeting th...      2\n",
       " 19196  She said on Friday that she rejected an offer ...      2\n",
       " 19197         We're not,' Pelosi told a news conference.      2\n",
       " 19198  White House officials took their own hard line...      2\n",
       " 19199  Chuck Schumer arrives at Nancy Pelosi's office...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 64:                                                sentences  polit\n",
       " 19200  The House in May passed a $3 trillion deal tha...      2\n",
       " 19201  There is clearly a desire on their part to do ...      2\n",
       " 19202  We've made clear that we are willing to deal w...      2\n",
       " 19203                  So we are at an impasse on that.'      1\n",
       " 19204  Senate Majority Leader Mitch McConnell on Mond...      2\n",
       " ...                                                  ...    ...\n",
       " 19495  His unscripted speech, which came two weeks af...      2\n",
       " 19496  During the event, the rapper appeared to ackno...      1\n",
       " 19497  He explained that if his wife were to divorce ...      1\n",
       " 19498  Even if my wife were to divorce me after this ...      2\n",
       " 19499  Kanye has been open about his struggle with bi...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 65:                                                sentences  polit\n",
       " 19500  Famous family: Kim and Kanye have four childre...      1\n",
       " 19501  She also appeared to endorse her husband's pre...      1\n",
       " 19502  During his rally speech, Kanye, who was dresse...      1\n",
       " 19503         My girlfriend called me screaming, crying.      1\n",
       " 19504                                      I'm a rapper.      1\n",
       " ...                                                  ...    ...\n",
       " 19795                                          Pictured:      1\n",
       " 19796  Hamptons in the age of the coronavirus pandemi...      2\n",
       " 19797  I was waiting for a loaf of pickled rye and a ...      1\n",
       " 19798                             \"What do I do with it?      2\n",
       " 19799                  I plan on eating it in two hours.      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 66:                                                sentences  polit\n",
       " 19800  \" She was asking the bakery staff what to do w...      1\n",
       " 19801  Last month, residents in the Hamptons were scr...      2\n",
       " 19802  Videos from a concert held in Southampton on S...      1\n",
       " 19803            I am appalled,' Cuomo wrote on Twitter.      1\n",
       " 19804  He added that an investigation will be conduct...      2\n",
       " ...                                                  ...    ...\n",
       " 20095  The last time there was an outbreak in the reg...      2\n",
       " 20096  The health department say that no one in the K...      2\n",
       " 20097                 The illness is potentially deadly.      2\n",
       " 20098  Symptoms includes severe muscle aches and pain...      1\n",
       " 20099  They typically appear within 10 days of being ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 67:                                                sentences  polit\n",
       " 20100  More than a dozen cases of dengue fever have b...      1\n",
       " 20101  Florida regulators have approved a plan to rel...      2\n",
       " 20102  Dengue is a viral infection spread by mosquitoes.      2\n",
       " 20103  It is caught by people visiting or living in A...      2\n",
       " 20104      Mosquitoes in the UK do not spread the virus.      2\n",
       " ...                                                  ...    ...\n",
       " 20395  Simpler, emotionally loaded cues, such as into...      1\n",
       " 20396  Interestingly, older dogs distinguished words ...      2\n",
       " 20397  Although speech processing in humans is unique...      2\n",
       " 20398  The similarity does not imply, however, that t...      2\n",
       " 20399  Much of the relationship between dog and human...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 68:                                                sentences  polit\n",
       " 20400  Dogs' sensitivity to human communicative signs...      2\n",
       " 20401  What our results really shed light on is that ...      2\n",
       " 20402  The research team previously found that dogs s...      1\n",
       " 20403  Doggy methods to separately analyse and integr...      2\n",
       " 20404  This new study has been published in Scientifi...      2\n",
       " ...                                                  ...    ...\n",
       " 20695  Cain was not wearing a mask nor following soci...      2\n",
       " 20696  Rally attendees had to sign off on legal langu...      2\n",
       " 20697  The rally, which only had 6,200 attendees in a...      2\n",
       " 20698  The president came under fire for holding a ra...      2\n",
       " 20699    Few attendees wore masks or socially distanced.      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 69:                                                sentences  polit\n",
       " 20700  Local health officials on the ground cautioned...      2\n",
       " 20701  Herman Cain is photographed at a campaign rall...      2\n",
       " 20702  Hermain Cain was chosen to deliver Tea Party E...      2\n",
       " 20703  He spoke at the National Press Club in Washing...      2\n",
       " 20704  After pulling out of the 2012 GOP primary befo...      2\n",
       " ...                                                  ...    ...\n",
       " 20995  Voter rolls are notoriously full of bad addres...      2\n",
       " 20996  Universal mail-in voting invites chaos and sev...      2\n",
       " 20997  Attorney General Bill Barr was asked at a Tues...      2\n",
       " 20998  Actually I haven't looked into that question u...      1\n",
       " 20999  I've never been asked the question before, I'v...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 70:                                                sentences  polit\n",
       " 21000  Barr also said he had 'no reason to think' tha...      2\n",
       " 21001  The date of general election is statutorily se...      2\n",
       " 21002       Only new legislation could change that date.      2\n",
       " 21003  Additionally, Article II of the Constitution d...      2\n",
       " 21004  But Trump's tweet could stoke fears already pr...      2\n",
       " ...                                                  ...    ...\n",
       " 21295  Khloé confessed, when she was pregnant, she in...      1\n",
       " 21296  Kind: As the Emmy Award-winning host listened ...      2\n",
       " 21297                        I bake homemade bread now!'      2\n",
       " 21298  The footage comes amid Tristan's loved-up birt...      1\n",
       " 21299  The professional athlete shared a picture of h...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 71:                                                sentences  polit\n",
       " 21300  'I appreciate how I am able to learn from and ...      1\n",
       " 21301  I thank God for the beautiful and loving woman...      1\n",
       " 21302                        You deserve the world Koko!      2\n",
       " 21303                                               True      1\n",
       " 21304  and I love you mama,' he said in a birthday tr...      1\n",
       " ...                                                  ...    ...\n",
       " 21595  I guess about four and a half years ago, I sta...      1\n",
       " 21596    We actually became really, really good friends.      1\n",
       " 21597  It all started with him just needing some help...      2\n",
       " 21598  But things evolved romantically between the tw...      2\n",
       " 21599  I got into an entanglement with August…a relat...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 72:                                                sentences  polit\n",
       " 21600  Dishing: Jada laid everything else out on the ...      1\n",
       " 21601  Separated: She wanted to clarify for fans that...      1\n",
       " 21602  and I was really able to do some really deep h...      1\n",
       " 21603  And as I came through and started to realize c...      2\n",
       " 21604  And I let that be and hadn't talked to [August...      1\n",
       " ...                                                  ...    ...\n",
       " 21895  The Milwaukee police oversight commission also...      2\n",
       " 21896  Fond du Lac Police Chief William Lamb told the...      2\n",
       " 21897  Lamb chairs the Wisconsin Police Executive Gro...      1\n",
       " 21898  Lamb sent a letter to Milwaukee police on July...      2\n",
       " 21899  West Allis police first sent a letter to Moral...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 73:                                                sentences  polit\n",
       " 21900  Our concern is that in the event protests turn...      2\n",
       " 21901  Waukesha's police chief said he was consulting...      1\n",
       " 21902  Not all police departments withdrew because of...      1\n",
       " 21903  The Madison Police Department notified Milwauk...      2\n",
       " 21904  Madison originally committed to providing 100 ...      2\n",
       " ...                                                  ...    ...\n",
       " 22195  Yellow areas mark Medium Risk areas and dark y...      2\n",
       " 22196  In response to a rise in infections Gov. Gretc...      2\n",
       " 22197  Businesses will be required to refuse entry or...      2\n",
       " 22198  The Northern Michigan Police Department report...      2\n",
       " 22199  That department said they made three drunk and...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 74:                                                sentences  polit\n",
       " 22200  Another person was arrested for resisting and ...      1\n",
       " 22201  On Friday Gov. Gretchen Whitmer signed an exec...      2\n",
       " 22202  Other local sheriff’s offices and police force...      1\n",
       " 22203  On Thursday Gov. Whitmer called out another la...      2\n",
       " 22204  The country has seen a concerning surge in cor...      2\n",
       " ...                                                  ...    ...\n",
       " 22495  We also encourage everyone to remove any stand...      2\n",
       " 22496  Authorities remind New Yorkers to keeps screen...      1\n",
       " 22497  Eliminate any standing water from your propert...      1\n",
       " 22498  Approved insect repellents containing picaridi...      1\n",
       " 22499  Lea Thompson backed fellow actor Brad Garrett'...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 75:                                                sentences  polit\n",
       " 22500                                        True story.      1\n",
       " 22501  It is,' wrote the 59-year-old Back to the Futu...      2\n",
       " 22502  On Thursday night, Garrett also revealed that ...      1\n",
       " 22503  True Story: Lea Thompson substantiated fellow ...      1\n",
       " 22504  Sorry but it comes from the top ⁦@TheEllenShow...      1\n",
       " ...                                                  ...    ...\n",
       " 22795  Several celebrities have congratulated Bindi I...      1\n",
       " 22796  You two just keep spreading joy right when we ...      2\n",
       " 22797  This will no doubt be the perfect union of two...      1\n",
       " 22798  I can't wait to meet the little one and swap k...      1\n",
       " 22799  Congratulations and all the best for a safe an...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 76:                                                sentences  polit\n",
       " 22800    Enormous amounts of love from the three of us.'      1\n",
       " 22801  Trying times: TV star Rove McManus thanked the...      1\n",
       " 22802  This will no doubt be the perfect union of two...      1\n",
       " 22803  Oh this is just the most beautiful news guys,'...      1\n",
       " 22804                           I have tears in my eyes.      2\n",
       " ...                                                  ...    ...\n",
       " 23095  Sean Combs) and the late Kim Porter, and Diddy...      1\n",
       " 23096  The rapper adopted Porter's son Quincy, from h...      1\n",
       " 23097  Showbiz royalty: King is the second oldest son...      1\n",
       " 23098                                      Diddy (a.k.a.      1\n",
       " 23099  Sean Combs) and the late Kim Porter, and Diddy...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 77:                                                sentences  polit\n",
       " 23100  The model, actress and mom was just one month ...      1\n",
       " 23101  As well as Quincy and King, Kim also shared tw...      1\n",
       " 23102  Mourning: Kim passed away on Thursday November...      1\n",
       " 23103                                        IM GOOD !!!      1\n",
       " 23104  Thank you GOD thank you to everybody who reach...      1\n",
       " ...                                                  ...    ...\n",
       " 23395  Love can wait: Crawley's season of The Bachelo...      1\n",
       " 23396  Testing for coronavirus will continue througho...      2\n",
       " 23397  We obviously can't shoot a dating show with pe...      1\n",
       " 23398  It will be a super safe paradise for everyone ...      1\n",
       " 23399  Not only that, but visitors and media will not...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 78:                                                sentences  polit\n",
       " 23400  Many of the men vying for Clare's heart were r...      1\n",
       " 23401  Alyssa Milano has shown her shocking amount of...      2\n",
       " 23402  The 47-year-old actress took to Twitter on Sun...      1\n",
       " 23403  She began the video by saying: 'Hey everybody,...      1\n",
       " 23404  People who experienced long-term symptoms of C...      2\n",
       " ...                                                  ...    ...\n",
       " 23695  When one follower replied: 'I would pay good m...      2\n",
       " 23696  And when asked if her mother believes 'the thi...      2\n",
       " 23697                                                  '      1\n",
       " 23698  Claudia also urged her followers to 'VOTE VOTE...      2\n",
       " 23699               china virus out of the white house'.      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 79:                                                sentences  polit\n",
       " 23700  Earlier this month the teen continued to troll...      1\n",
       " 23701  On Wednesday she retweeted post which read: 'L...      1\n",
       " 23702  Parents are not always right and sometimes not...      1\n",
       " 23703      It's wrong for outsiders to assume they are.'      2\n",
       " 23704  Continuing her Twitter spree the teen also ask...      2\n",
       " ...                                                  ...    ...\n",
       " 23995                                    Waldo Fernandez      1\n",
       " 23996  Facebook co-founder and CEO Mark Zuckerberg de...      2\n",
       " 23997  He had been asked about the scandal by Judicia...      2\n",
       " 23998  Congressman, no I did not and we regret that m...      2\n",
       " 23999  Facebook CEO Mark Zuckerberg denied that he kn...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 80:                                                sentences  polit\n",
       " 24000  What do you have to say to the journalists who...      2\n",
       " 24001  Zuckerberg didn't, instead replying, 'Congress...      2\n",
       " 24002  Zuckerberg didn't finish his statement as Nadl...      1\n",
       " 24003  In October 2018, advertisers filed a complaint...      2\n",
       " 24004  The filing, according to reporting from The Wa...      2\n",
       " ...                                                  ...    ...\n",
       " 24295  He tagged the official NBA account to further ...      1\n",
       " 24296  Motel 6, founded in 1986 by William Becker and...      1\n",
       " 24297  It became well known through radio ad campaign...      2\n",
       " 24298  The Los Angeles Lakers didn't receive a public...      2\n",
       " 24299  We'll always leave the light on for him,' Mote...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 81:                                                sentences  polit\n",
       " 24300  While NBA players complain about their menus, ...      1\n",
       " 24301  The NBA season is set to restart July 30 with ...      1\n",
       " 24302                     NBA STATEMENT ON DISNEY FOOD '      1\n",
       " 24303  During the required quarantine period when tea...      2\n",
       " 24304  Each of the 22 NBA teams were paired with a Di...      2\n",
       " ...                                                  ...    ...\n",
       " 24595  \" They don't understand many of us are asympto...      2\n",
       " 24596  Place, who is overweight and diabetic, require...      1\n",
       " 24597  When he heard about his friend testing positiv...      2\n",
       " 24598  But members of the family started to fall ill ...      1\n",
       " 24599     The six-year-old sister had only a runny nose.      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 82:                                                sentences  polit\n",
       " 24600  The stepmother was achy, with a fever and chills.      1\n",
       " 24601  Zymet and her children have since started to r...      1\n",
       " 24602  With Place unable to work at his photo booth b...      1\n",
       " 24603  Zymet said she has been called an 'awful mothe...      1\n",
       " 24604  Wife Michelle Zymet (left) says she had begged...      1\n",
       " ...                                                  ...    ...\n",
       " 24895  The second video's caption is: 'Demo during fu...      2\n",
       " 24896  Colin Kaepernick is pictured in 2016 kneeling ...      1\n",
       " 24897  At one point, Josh is ordered to get 'on your ...      2\n",
       " 24898  In both videos, Josh wears a red football jers...      1\n",
       " 24899  Kaepernick made headlines after he started kne...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 83:                                                sentences  polit\n",
       " 24900  He has not played in an NFL game since the 201...      1\n",
       " 24901  Some have accused Kaepernick of disrespecting ...      1\n",
       " 24902  Although the video footage is more than a year...      1\n",
       " 24903  Navy SEAL Museum in Fort Pierce used ¿Colin Ka...      1\n",
       " 24904  In one of the videos, the Kaepernick stand-in ...      2\n",
       " ...                                                  ...    ...\n",
       " 25195  Symptoms of plague may include sudden onset of...      2\n",
       " 25196  Plague can be effectively treated with antibio...      2\n",
       " 25197  Septicemic plague is an infection of the blood...      2\n",
       " 25198  It can occur as the first symptom of plague, o...      2\n",
       " 25199  Symptoms are similar to the bubonic plague but...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 84:                                                sentences  polit\n",
       " 25200  Advertisement Humans are able to be infected w...      1\n",
       " 25201  The bubonic plague is a bacterial disease spre...      2\n",
       " 25202  It kills in less than 24 hours if not treated ...      1\n",
       " 25203  Cats in particular are susceptible to the plag...      2\n",
       " 25204  Cats similarly can also contract the plague fr...      2\n",
       " ...                                                  ...    ...\n",
       " 25495  This comes after Fox and Kelly went Instagram ...      1\n",
       " 25496  The 30-year-old took to the social media platf...      1\n",
       " 25497  In the mirror selfie snapped by MGK, the celeb...      1\n",
       " 25498  Casual on social: Up until this point, the onl...      1\n",
       " 25499  The 34-year-old actress' long raven locks were...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 85:                                                sentences  polit\n",
       " 25500  Her hiphop star beau, whose real name is Colso...      1\n",
       " 25501  He captioned the snap: 'waited for eternity to...      1\n",
       " 25502  Up until this point, the only images that the ...      1\n",
       " 25503  This latest loved up image comes after the cou...      1\n",
       " 25504  Green is red hot for her: Brian has been spend...      1\n",
       " ...                                                  ...    ...\n",
       " 25795  By placing the KunLun Differential Image Motio...      2\n",
       " 25796  In fact, the system — which takes one photogra...      2\n",
       " 25797  According to Professor Ashley, however, provin...      1\n",
       " 25798  It was very difficult because the observations...      2\n",
       " 25799  Accordingly, the infrastructure used — the pow...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 86:                                                sentences  polit\n",
       " 25800  During winter, the Antarctic latitudes offer f...      2\n",
       " 25801  One might ask — if the atmosphere is such an o...      2\n",
       " 25802  Satellites are a lot more expensive — we’re ta...      1\n",
       " 25803  Furthermore, he added, 'you can't easily use a...      1\n",
       " 25804  So you end up with space lagging the technolog...      2\n",
       " ...                                                  ...    ...\n",
       " 26095  Last year, a viral video of Nancy Pelosi slurr...      1\n",
       " 26096  However, it was doctored and not a legitimate ...      2\n",
       " 26097  While this was not technically a deepfake, it ...      1\n",
       " 26098  Other deepfakes have emerged since the infamou...      1\n",
       " 26099  As a results, experts have been debating how t...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 87:                                                sentences  polit\n",
       " 26100  The MIT campaign used the 51st anniversary of ...      2\n",
       " 26101  The video comes with a clear disclaimer statin...      1\n",
       " 26102  It lasts more than seven minutes and is a well...      2\n",
       " 26103  The video comes with a clear disclaimer statin...      1\n",
       " 26104  It lasts more than seven minutes and is a well...      1\n",
       " ...                                                  ...    ...\n",
       " 26395  Her first eyebrow-raising behavior was in 2004...      1\n",
       " 26396  Concern mounted in 2006, following her marriag...      1\n",
       " 26397  Child Services repeatedly checked in on the fa...      1\n",
       " 26398  The next year was a whirlwind of ­unhinged TV ...      1\n",
       " 26399  Jamie Spears, pictured in 2004, has been suffe...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 88:                                                sentences  polit\n",
       " 26400  She went back to rehab and lost custody of her...      1\n",
       " 26401  Her father was granted the conservator role in...      2\n",
       " 26402  Last year Spears was accused of physically abu...      1\n",
       " 26403  A police report obtained by Us Weekly detailed...      1\n",
       " 26404                             No charges were filed.      1\n",
       " ...                                                  ...    ...\n",
       " 26695  Kendall, with keys in hand, returned to her pa...      1\n",
       " 26696  On Tuesday evening, Jenner channeled her edgy ...      1\n",
       " 26697  Cara Delevingne, 27, at Nobu restaurant in Mal...      1\n",
       " 26698  Night out: On Tuesday evening, Jenner channele...      1\n",
       " 26699  Cara Delevingne, 27, at Nobu restaurant in Mal...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 89:                                                sentences  polit\n",
       " 26700  She coordinated her face mask with her dress a...      1\n",
       " 26701  Kendall and Cara - who have been friends for y...      1\n",
       " 26702  When she is not hanging out with her pals, Ken...      1\n",
       " 26703  Zoe Kravitz cut a casual figure in a vintage B...      1\n",
       " 26704  While displaying her affinity for the Jamaican...      1\n",
       " ...                                                  ...    ...\n",
       " 26995  It is so mild that half of infected people are...      2\n",
       " 26996  We are the only country in the world, this is ...      2\n",
       " 26997  I mean, I get thousands of e-mails a week from...      2\n",
       " 26998  In May, Atlas disagreed with a model projectin...      2\n",
       " 26999  The U.S. exceeded that total, and as of August...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 90:                                                sentences  polit\n",
       " 27000  White House press secretary Kayleigh McEnany h...      2\n",
       " 27001  In an April op-ed in The Hill, Atlas warned ag...      2\n",
       " 27002  The U.S. did impose lockdowns, but in a disjoi...      2\n",
       " 27003  The U.S. has more than 5 million, about a quar...      2\n",
       " 27004  It is so mild that half of infected people are...      2\n",
       " ...                                                  ...    ...\n",
       " 27295  It's about the honor of being the most savage,...      2\n",
       " 27296                  This is in someway a death cult.'      1\n",
       " 27297  However, he added, MS-13 is involved in human ...      1\n",
       " 27298  But the basic purpose, Barr said, is 'violence...      2\n",
       " 27299  He then acknowledged three recent moves made b...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 91:                                                sentences  polit\n",
       " 27300  First was to pin terrorism charges on MS-13 le...      1\n",
       " 27301  We're using terrorism, which gives us extra st...      2\n",
       " 27302  They also took down the 'Hollywood clique,' as...      2\n",
       " 27303  Then Barr mentioned how the government was now...      2\n",
       " 27304  In New York, a non-death penalty state, capita...      1\n",
       " ...                                                  ...    ...\n",
       " 27595  Since the virus is capable of replicating, it ...      2\n",
       " 27596  For the study, published in the journal Cell H...      2\n",
       " 27597  Researchers removed one gene from VSV and inse...      1\n",
       " 27598  They named the hybrid virus VSV-SARS-CoV-2, wh...      2\n",
       " 27599  This is the same strategy that was used to dev...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 92:                                                sentences  polit\n",
       " 27600  Next, mice were injected with the experimental...      2\n",
       " 27601  Three weeks after each injection, the research...      1\n",
       " 27602  Results showed high levels of antibodies after...      1\n",
       " 27603  Then, the researchers sprayed COVID-19 into th...      1\n",
       " 27604  Four days after the mice were exposed to the v...      2\n",
       " ...                                                  ...    ...\n",
       " 27895                               It was catastrophic.      1\n",
       " 27896  It was like a bomb, like you watch things in o...      2\n",
       " 27897  BEFORE: A view of the homes before they were d...      1\n",
       " 27898  Telephone poles split, I mean, houses down the...      2\n",
       " 27899  When I initially got there, I could hear a voi...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 93:                                                sentences  polit\n",
       " 27900                                        It's crazy.      1\n",
       " 27901  It's something I don't ever wanna see ever aga...      1\n",
       " 27902  Another survivor Major Watkins Jr., an 88-year...      1\n",
       " 27903  Around 30 residents were given temporarily she...      2\n",
       " 27904  Nearly 200 people in the surrounding area were...      2\n",
       " ...                                                  ...    ...\n",
       " 28195                                               Omg!      1\n",
       " 28196                                  Meghan called me!      1\n",
       " 28197                    I spoke to Meghan yesterday.' '      1\n",
       " 28198       Guys, she was delightful, kind, super-sweet.      1\n",
       " 28199         We spoke for about seven to eight minutes.      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 94:                                                sentences  polit\n",
       " 28200                     It seemed much shorter though.      1\n",
       " 28201  There was so much more I wanted to say, but th...      1\n",
       " 28202  She was engaging, the kind of person you talk ...      1\n",
       " 28203  But the purpose of her call, and she said this...      1\n",
       " 28204  So, this is me delivering the message, as prom...      2\n",
       " ...                                                  ...    ...\n",
       " 28495  While the researchers postulate on how humans ...      1\n",
       " 28496  Researchers used archaeological evidence (such...      1\n",
       " 28497  B. This particular piece was made from a green...      1\n",
       " 28498  A decade-long dig here has yielded evidence wh...      1\n",
       " 28499  Stunning images from the site reveal the brigh...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 95:                                                sentences  polit\n",
       " 28500  The fossilised remains of the now-extinct cous...      1\n",
       " 28501  Ongoing work by anthropologists has revealed t...      1\n",
       " 28502  Last year, the same researchers announced the ...      2\n",
       " 28503  Advertisement Dr Ciprian Ardelean, who led the...      1\n",
       " 28504  The archaeology is older than anything we have...      1\n",
       " ...                                                  ...    ...\n",
       " 28795  Trump went into a Twitter frenzy Monday night ...      2\n",
       " 28796  She claimed anti-malaria drug hydroxycloroquin...      1\n",
       " 28797  The World Health Organisation, which Trump has...      2\n",
       " 28798  However, Trump has touted hydroxy as a prevent...      2\n",
       " 28799  Meanwhile Brazilian President Jair Bolsonaro f...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 96:                                                sentences  polit\n",
       " 28800  Immanuel, who runs the Fire Power Ministries i...      1\n",
       " 28801  On her Facebook page she describes herself as:...      1\n",
       " 28802  The church's 'beliefs' section on their websit...      1\n",
       " 28803  Immanuel is also a 'wealth transfer coach' and...      1\n",
       " 28804  A mother of three daughters, Immanuel reported...      1\n",
       " ...                                                  ...    ...\n",
       " 29095  A service member perched from a helicopter is ...      2\n",
       " 29096  At the time of the accident, the Marines had b...      2\n",
       " 29097  An immediate response was provided by two addi...      2\n",
       " 29098                                         as well as      1\n",
       " 29099                      a safety boat,'said Osterman.      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 97:                                                sentences  polit\n",
       " 29100  The island, which sits about 78 miles from Cam...      2\n",
       " 29101  The New York Times reports that two nearby amp...      1\n",
       " 29102  The adjacent A.A.V.’s watched it go down, and ...      2\n",
       " 29103  Two nearby AAV's witnessed the accident and we...      1\n",
       " 29104                This mishap is under investigation.      1\n",
       " ...                                                  ...    ...\n",
       " 29395  Pictured, the Upper West Side on Friday A spok...      1\n",
       " 29396  They said the city would be asking for reimbur...      2\n",
       " 29397  Mayor Bill de Blasio on Thursday said there wa...      2\n",
       " 29398  On the Upper West Side, remaining residents ar...      1\n",
       " 29399  A Facebook group, in which residents have shar...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 98:                                                sentences  polit\n",
       " 29400  Our community is terrified, angry and frighten...      2\n",
       " 29401  The homeless were moved from dorm-style accomm...      1\n",
       " 29402  Department of Homeless Services (DHS) Commissi...      2\n",
       " 29403  Advertisement New York officials began the mas...      1\n",
       " 29404  The park outside City Hall will be on lockdown...      2\n",
       " ...                                                  ...    ...\n",
       " 29695  Prince Harry was the first to say 'I love you'...      1\n",
       " 29696  They are pictured in March this year One trust...      1\n",
       " 29697  According to one friend quoted in the book, Ha...      1\n",
       " 29698  Describing how they flirted throughout, the au...      1\n",
       " 29699  The pair had now met just twice but Harry alre...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 99:                                                sentences  polit\n",
       " 29700  Meghan, who was in London visiting, documented...      1\n",
       " 29701  Harry was the first to say 'I love you' Prince...      1\n",
       " 29702  Meghan's necklace controversy Meghan Markle wa...      1\n",
       " 29703  The former Suits star, 38, was spotted wearing...      1\n",
       " 29704  The bold move was seen as an early indication ...      1\n",
       " ...                                                  ...    ...\n",
       " 29995  Sealing the deal: Last year the two made waves...      1\n",
       " 29996  I've mellowed, I became an elder statesman of ...      1\n",
       " 29997                       Look at me, I'm so relaxed!'      1\n",
       " 29998  Stern's comments come amid news that the Ellen...      1\n",
       " 29999  According to The Wrap, the daytime talk show o...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 100:                                                sentences  polit\n",
       " 30000  Viewership for Ellen appears to have been hit ...      2\n",
       " 30001  Shocking: Stern's comments come amid news that...      1\n",
       " 30002  Ellen's show has seen more significant decline...      1\n",
       " 30003  Dr. Oz was also down 22 percent, and The Real ...      1\n",
       " 30004  In July, staff on the syndicated daytime talk ...      1\n",
       " ...                                                  ...    ...\n",
       " 30295  It’s a statistic made all the more shocking wh...      2\n",
       " 30296  But despite these grim figures there is hope, ...      1\n",
       " 30297  Dementia, a degenerative brain condition, is b...      1\n",
       " 30298  Lifestyle factors, such as diet, lack of exerc...      1\n",
       " 30299  The leading scientists behind the new study id...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 101:                                                sentences  polit\n",
       " 30300  Crucially, it’s within our power to address ea...      2\n",
       " 30301  The risks begin to mount in childhood, the rep...      2\n",
       " 30302  The report represents a huge leap forward in t...      1\n",
       " 30303  Three years ago, the same research group becam...      1\n",
       " 30304  Hearing loss, if untreated, depression and too...      2\n",
       " ...                                                  ...    ...\n",
       " 30595  The city's bars, eager to finally make money a...      1\n",
       " 30596  Most complied with social distancing rules and...      2\n",
       " 30597  Groups had been gathering outside bars before ...      1\n",
       " 30598                             Gov. Cuomo on Tuesday.      2\n",
       " 30599  He has threatened to close all bars and restau...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 102:                                                sentences  polit\n",
       " 30600  The bars responded with $1 or 50-cent menus, o...      1\n",
       " 30601  Now, the governor is clamping down on them aga...      2\n",
       " 30602  The ever changing rules and lack of clarity is...      1\n",
       " 30603  The new guidance has confused and angered many. '      2\n",
       " 30604  The ever changing rules and lack of clarity is...      2\n",
       " ...                                                  ...    ...\n",
       " 30895  Kulture's cake was made up of five layers and ...      2\n",
       " 30896  There were also endless trays of food and plen...      2\n",
       " 30897  Aerial view: As the sun started to set, Cardi ...      1\n",
       " 30898  Ok it's time to turn up,' captioned the Money ...      1\n",
       " 30899  As the sun started to set, Cardi headed to the...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 103:                                                sentences  polit\n",
       " 30900  Cardi B's sister Hennessy Carolina gifted Kult...      1\n",
       " 30901  Cardi and Kulture were decked out in a plethor...      1\n",
       " 30902  She then returned to the backyard to film Offs...      1\n",
       " 30903  Cardi B's sister Hennessy Carolina gifted Kult...      1\n",
       " 30904  Earlier in the day, Cardi marked Kulture's big...      1\n",
       " ...                                                  ...    ...\n",
       " 31195  Chrishell had liked a photo of Sofia working o...      1\n",
       " 31196  I appreciate the sentiment because certain thi...      2\n",
       " 31197  But I hate feeling like someone is getting bul...      1\n",
       " 31198  Chrishell had originally responded to a slew o...      1\n",
       " 31199  Someone is getting bullied': Chrishell Stause ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 104:                                                sentences  polit\n",
       " 31200  * Justin Hartley TEXTED Chrishell that he was ...      1\n",
       " 31201  ' to which Chrishell responded: 'Me trying to ...      1\n",
       " 31202  She also responded to a GIF that showed the ic...      1\n",
       " 31203  But it seems as though the reactions were gett...      1\n",
       " 31204  Reaction: Chrishell stoked fans when she respo...      1\n",
       " ...                                                  ...    ...\n",
       " 31495  Susan gave her prediction that he would have a...      1\n",
       " 31496  Megan - who has three boys with ex Brian Austi...      1\n",
       " 31497  I just felt it like, deep in my soul - that so...      2\n",
       " 31498  So then, we met on set,' she said about meetin...      1\n",
       " 31499  Vacation time: The 'split' comes while Megan i...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 105:                                                sentences  polit\n",
       " 31500  Instead of a soul mate, a twin flame is actual...      1\n",
       " 31501  So we're actually two halves of the same soul,...      1\n",
       " 31502  And I said that to him almost immediately, bec...      2\n",
       " 31503  Megan then revealed that it only took her to t...      1\n",
       " 31504                            I went deep right away.      1\n",
       " ...                                                  ...    ...\n",
       " 31795  Fourth Watch media critic Steve Krakauer share...      1\n",
       " 31796  sign and sarcastically wrote that it now appli...      1\n",
       " 31797  Michael Brendan Dougherty, a senior writer for...      1\n",
       " 31798  Spectator USA editor Amber Athey similarly twe...      1\n",
       " 31799      The Pittsburgh Pirates' team name must go.' '      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 106:                                                sentences  polit\n",
       " 31800  Let's strike a real blow for racial justice an...      1\n",
       " 31801  Daily Wire writer Matt Walsh offered a more se...      2\n",
       " 31802  The Texas Rangers battled Indian tribes like t...      1\n",
       " 31803    They did this regularly, as a matter of course.      2\n",
       " 31804  But somehow the Rangers were the undisputed ba...      1\n",
       " ...                                                  ...    ...\n",
       " 32095  Professor Tim Spector, an epidemiologist at KC...      2\n",
       " 32096  He said: '[It] makes it even more important th...      1\n",
       " 32097  Our data suggests that levels have bottomed ou...      2\n",
       " 32098  The authorities which have the highest estimat...      2\n",
       " 32099  At the top of the list is Blackburn with Darwe...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 107:                                                sentences  polit\n",
       " 32100  Blackburn has overtaken Leicester — the first ...      1\n",
       " 32101  Covid-19 cases in Britain are barely dropping ...      2\n",
       " 32102  King's College London says cases have remained...      2\n",
       " 32103  The nurse, who wanted to remain anonymous, sai...      1\n",
       " 32104  She added that there was 'no reason' that canc...      2\n",
       " ...                                                  ...    ...\n",
       " 32395  Neighbor Doris Labrant witnessed the shooting ...      1\n",
       " 32396  She told WRAL she saw Sessoms run up to the yo...      1\n",
       " 32397  My first reaction was he's playing with the ki...      1\n",
       " 32398   For a second, I thought, \"That couldn't happen\".      2\n",
       " 32399  People don't run across the street and kill ki...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 108:                                                sentences  polit\n",
       " 32400  On seeing Hinnant's father's reaction, however...      2\n",
       " 32401  Sessoms' parents live right next door and the ...      1\n",
       " 32402            They'll never get over it,' she said. '      1\n",
       " 32403  You don't expect to see somebody shoot someone. '      1\n",
       " 32404  It's almost like seeing a movie and then all o...      1\n",
       " ...                                                  ...    ...\n",
       " 32695  It also includes a number of other rare metals...      2\n",
       " 32696  Deep within rocky, terrestrial planets – inclu...      2\n",
       " 32697  These lie unreachably far below the planets' r...      2\n",
       " 32698  Because we cannot see or measure Earth’s core ...      1\n",
       " 32699  The main objectives of the mission will see it...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 109:                                                sentences  polit\n",
       " 32700  It will determine the relative ages of the reg...      2\n",
       " 32701  Now that Psyche is full-speed ahead on buildin...      2\n",
       " 32702  Assembly and testing of the full spacecraft be...      2\n",
       " 32703  The Psyche mission may offer insight into how ...      2\n",
       " 32704  In this rendering, NASA depicts a spacecraft t...      2\n",
       " ...                                                  ...    ...\n",
       " 32995  Pictured, leaving from Victoria Harbour to boa...      1\n",
       " 32996  George held onto his father's hand on Christma...      1\n",
       " 32997  Pictured at Englefield on December 25, 2016 Ru...      2\n",
       " 32998  As an active young boy, the prince is often ph...      1\n",
       " 32999  The Cambridge's oldest children George and Cha...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 110:                                                sentences  polit\n",
       " 33000  The young Prince was pictured playing tricks b...      1\n",
       " 33001  The birthday boy couldn't contain his exciteme...      1\n",
       " 33002  In the official Christmas card from the Cambri...      1\n",
       " 33003  Prince George helped his father mind a fire in...      1\n",
       " 33004  Dr Dre has responded to wife Nicole Young's pe...      2\n",
       " ...                                                  ...    ...\n",
       " 33295  But he said 'there are a lot of beds available...      2\n",
       " 33296  He said 100 people have been directed to work ...      1\n",
       " 33297             A further 1,000 are being mobilized. '      2\n",
       " 33298  Personnel is the number one thing I've heard f...      2\n",
       " 33299  Carlos Migoya, the CEO and president of Jackso...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 111:                                                sentences  polit\n",
       " 33300  We are entering our fifth month of having COVI...      2\n",
       " 33301                                                  '      1\n",
       " 33302  We have seen a dramatic increase in the number...      2\n",
       " 33303    Two three weeks ago, it was around 200 in ICUs.      1\n",
       " 33304                                    Now it is 400.'      2\n",
       " ...                                                  ...    ...\n",
       " 33595  Zhao has been described as a 'national talent'...      1\n",
       " 33596                                          Pictured:      1\n",
       " 33597  Zhao during a poker game She had competitive s...      2\n",
       " 33598                                          Pictured:      1\n",
       " 33599  Zhao during a poker game Her badly burned body...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 112:                                                sentences  polit\n",
       " 33600  According to PokerNews.com, one of her prizes ...      1\n",
       " 33601  She was the freest spirit, in the truest sense...      1\n",
       " 33602                       She played by her own rules.      2\n",
       " 33603    She followed her dreams, absolutely brilliant.'      1\n",
       " 33604  Zhao has been described as an 'excellent playe...      1\n",
       " ...                                                  ...    ...\n",
       " 33895  ‘They have been there, and they will always be...      1\n",
       " 33896                                  ‘No, but are you?      1\n",
       " 33897            Hello, America - it's time to wake up.’      1\n",
       " 33898  Anti-racism protesters with the Burlington-Ala...      2\n",
       " 33899  It is in effect until further notice Law enfor...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 113:                                                sentences  polit\n",
       " 33900  At one point during the rally, 20 counter-demo...      2\n",
       " 33901  After a few heated discussions, tensions fizzl...      1\n",
       " 33902  New York City wasn’t the only place where demo...      1\n",
       " 33903  In Los Angeles, police officers rallied outsid...      2\n",
       " 33904  The Los Angeles City Council recently voted to...      2\n",
       " ...                                                  ...    ...\n",
       " 34195  Of course, you might simply enjoy your existin...      1\n",
       " 34196  But if you want to see what your skin can do f...      1\n",
       " 34197  Advertisement The Trump administration has ini...      2\n",
       " 34198  The White House said it would agree to draw do...      2\n",
       " 34199  The talks are with the office of Democratic Go...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 114:                                                sentences  polit\n",
       " 34200  The news came as the city of Portland announce...      2\n",
       " 34201  Protests in Portland have spiraled out of cont...      2\n",
       " 34202  The marshals were taking steps to identify up ...      2\n",
       " 34203  The tension between Portland and federal troop...      2\n",
       " 34204  Eudaly said the government hasn’t responded to...      2\n",
       " ...                                                  ...    ...\n",
       " 34495  In the June 30 episode, Cannon sat down with f...      1\n",
       " 34496         He featured as a guest on Cannon's June 30      1\n",
       " 34497                                            podcast      1\n",
       " 34498  The two discussed the controversial racial ide...      2\n",
       " 34499  You can't be anti-Semitic when we are the Semi...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 115:                                                sentences  polit\n",
       " 34500   When we are the same people who they want to be.      1\n",
       " 34501                             That's our birthright.      1\n",
       " 34502             We are the true Hebrews,' Cannon said.      1\n",
       " 34503  Until late Wednesday night, Cannon had remaine...      1\n",
       " 34504  Cannon admitted to referencing 'literature I a...      2\n",
       " ...                                                  ...    ...\n",
       " 34795  Yet, West's bid was serious and there were 180...      1\n",
       " 34796  The rapper, 43, has not publicly commented on ...      2\n",
       " 34797  Kanye West's bid for the presidency has allege...      2\n",
       " 34798  It is reported he has ended the campaign less ...      2\n",
       " 34799  We had over 180 people out there today,' Krame...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 116:                                                sentences  polit\n",
       " 34800  I have nothing good or bad to say about Kanye,...      1\n",
       " 34801  Everyone has their personal decision about why...      1\n",
       " 34802  Running for president has to be one of the har...      2\n",
       " 34803  Campaign professionals told the Intelligencer ...      2\n",
       " 34804  One source said they had been approached to go...      2\n",
       " ...                                                  ...    ...\n",
       " 35095  McEnany, a Harvard-trained lawyer, has parrote...      2\n",
       " 35096  Mary Trump will break her silence with a tell-...      1\n",
       " 35097  The interview is scheduled to air Wednesday mo...      1\n",
       " 35098  Judge Hal Greenwald of the New York State Supr...      1\n",
       " 35099  It's already topped Amazon.com's best seller l...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 117:                                                sentences  polit\n",
       " 35100  Mary Trump's book about her famous family is p...      1\n",
       " 35101  She wrote in the book she has 'no problem call...      2\n",
       " 35102  But Mary Trump had been unable to personally t...      1\n",
       " 35103  Mary Trump is President Trump's niece, the dau...      2\n",
       " 35104  However the courts ruled in her favor - both i...      1\n",
       " ...                                                  ...    ...\n",
       " 35395                   That’s a pretty top notch room!'      1\n",
       " 35396  A user wrote: 'Majority of Americans can’t aff...      2\n",
       " 35397                          Unemployment rate is 14%.      1\n",
       " 35398            People waiting in food lines for hours.      1\n",
       " 35399  And this pompous, spoiled fool, @NBA player Ra...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 118:                                                sentences  polit\n",
       " 35400  Twitter user: 'Majority of Americans can’t aff...      2\n",
       " 35401                          Unemployment rate is 14%.      1\n",
       " 35402            People waiting in food lines for hours.      1\n",
       " 35403  And this pompous, spoiled fool, @NBA player Ra...      1\n",
       " 35404  One user shared a photo of a motel room to sho...      1\n",
       " ...                                                  ...    ...\n",
       " 35695                       August was never my man lol.      1\n",
       " 35696  That’s why you’re still reaching to this day t...      1\n",
       " 35697  August went on to quote tweet Keke's response ...      1\n",
       " 35698                                U absolutely right.      2\n",
       " 35699                                I was NEVER ur man.      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 119:                                                sentences  polit\n",
       " 35700                  You could possibly never shortie.      1\n",
       " 35701  It seems u mad u got curved,' wrote August in ...      1\n",
       " 35702  Firing back: Once August was made aware of Kek...      1\n",
       " 35703  August followed up his direct response with tw...      1\n",
       " 35704  Imagine not knowing how to mind the business t...      1\n",
       " ...                                                  ...    ...\n",
       " 35995  Ceja was unaware his mother was in a room next...      1\n",
       " 35996  On July 12, Green learned that his father-in-l...      1\n",
       " 35997  His mother-in-law, Marisa, called him 'crying ...      1\n",
       " 35998  Green said she refused to accepted the more th...      1\n",
       " 35999  A funeral for Ceja's mother was held on July 1...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 120:                                                sentences  polit\n",
       " 36000  The same day five more family members tested p...      2\n",
       " 36001  Green said 12 of the 14 who contracted the vir...      2\n",
       " 36002  For those who deny the virus exists or who dow...      2\n",
       " 36003  Before you even know you have it, you’ve passe...      1\n",
       " 36004  Green added: 'You do not want your loved ones ...      2\n",
       " ...                                                  ...    ...\n",
       " 36295  He and his wife Gabrielle Union video-conferen...      1\n",
       " 36296  We stand as allies with the LGBTQ+ community a...      1\n",
       " 36297  Side by side: Dwyane Wade and Gabrielle Union ...      1\n",
       " 36298  Our daughter Zaya is leading us in our journey...      1\n",
       " 36299  The retired NBA player added: 'I didn’t always...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 121:                                                sentences  polit\n",
       " 36300  Gabrielle asserted: 'That mission means even m...      1\n",
       " 36301  Black lives matter and Black trans lives matter.'      2\n",
       " 36302  So much fun: Zaya is pictured playing with her...      1\n",
       " 36303  Dwyane appeared on The Ellen DeGeneres Show th...      1\n",
       " 36304  And so internally, now it's our job to one, to...      1\n",
       " ...                                                  ...    ...\n",
       " 36595  Furthermore, the Army realized they would need...      1\n",
       " 36596  General Groves prepared four different press r...      1\n",
       " 36597  Plans were also drafted in case they needed to...      2\n",
       " 36598  160 soldiers were ready to move 450 people to ...      1\n",
       " 36599  General Groves put the New Mexico governor on ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 122:                                                sentences  polit\n",
       " 36600  After everything was prepared and done, Oppenh...      1\n",
       " 36601  Nerves were high, and nobody knew what would c...      1\n",
       " 36602  The bomb, known euphemistically as 'the gadget...      1\n",
       " 36603  It was mounted inside a hut atop a hundred-foo...      1\n",
       " 36604  President Truman (who was in Germany at the ti...      2\n",
       " ...                                                  ...    ...\n",
       " 36895  On June 15, city council members voted 8 to 1 ...      2\n",
       " 36896  Speaking Thursday to CNN, Carstensen said that...      2\n",
       " 36897  He noted that the city will be expanding a pro...      2\n",
       " 36898  But there are no quarantine recommendations fo...      2\n",
       " 36899  Visitors have already been flocking to the Bla...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 123:                                                sentences  polit\n",
       " 36900  We hope people come,' Noem said of the motorcy...      2\n",
       " 36901  Our economy benefits when people come and visi...      2\n",
       " 36902  A man prepares to set off on his motorbike in ...      1\n",
       " 36903      South Dakota is not New York City,' she said.      1\n",
       " 36904  A South Dakota pork-processing plant soon beca...      2\n",
       " ...                                                  ...    ...\n",
       " 37195  Amitabh Kant, who heads the government's plann...      1\n",
       " 37196  The incident happened because of heavy rains a...      1\n",
       " 37197          This is truly devastating,' he told NDTV.      1\n",
       " 37198  Injured passengers have been rushed to the Med...      1\n",
       " 37199  An aerial view shows fire engines racing to th...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 124:                                                sentences  polit\n",
       " 37200  It was a repatriation flight carrying Indian c...      1\n",
       " 37201  Regular commercial flights have been halted in...      1\n",
       " 37202  Air India Express said in a statement that the...      1\n",
       " 37203  It said there were 174 passengers, 10 infants,...      2\n",
       " 37204  One post claimed the plane was circling over t...      1\n",
       " ...                                                  ...    ...\n",
       " 37495  As someone who spends hours kicking around a f...      2\n",
       " 37496  'I'm personally investing on behalf of my fami...      1\n",
       " 37497  Dynamic duo: The tennis great shares the child...      1\n",
       " 37498  Chiefly, because I'm a fan of the game, but al...      1\n",
       " 37499  Other prominent founders of the team include a...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 125:                                                sentences  polit\n",
       " 37500  Longoria also took to social media on Tuesday ...      1\n",
       " 37501                                              Awww!      1\n",
       " 37502  The Los Angeles native also shared the shot on...      1\n",
       " 37503  The yet-to-be named team is currently called W...      1\n",
       " 37504  I think it's so important to have role models ...      1\n",
       " ...                                                  ...    ...\n",
       " 37795  Cannon said he helped pay for Bowers' lawyers ...      1\n",
       " 37796  The Cops will get away with shooting another k...      1\n",
       " 37797  Over the past week Cannon has faced fierce bac...      1\n",
       " 37798  You would do that quite often because I never ...      2\n",
       " 37799  Cannon said the photo of the pair in his post ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 126:                                                sentences  polit\n",
       " 37800  Soldout crowd in our hometown San Diego and yo...      1\n",
       " 37801                                 Cannon recalled. '      1\n",
       " 37802                                You were so happy!!      2\n",
       " 37803  Proved to so many that you could do it and tha...      1\n",
       " 37804               The greatest comeback I ever saw!! '      1\n",
       " ...                                                  ...    ...\n",
       " 38095  After he showed signs of being unresponsive, h...      1\n",
       " 38096  Our sources say when paramedics arrived, Grant...      1\n",
       " 38097  We're told doctors soon realized he had a brai...      1\n",
       " 38098  Grant survived the surgery -- no small feat wh...      1\n",
       " 38099  He had another operation Sunday, but again cam...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 127:                                                sentences  polit\n",
       " 38100  On Monday, we're told he had an MRI to prep fo...      2\n",
       " 38101  Grant was wholly unresponsive, and the decisio...      1\n",
       " 38102  As we reported ... the accomplished electrical...      1\n",
       " 38103                  Play video content 8/4/14 TMZ.com      1\n",
       " 38104      Joey King has proved she has expensive taste.      1\n",
       " ...                                                  ...    ...\n",
       " 38395  He throws the dagger, and strikes an officer u...      1\n",
       " 38396  \"The officer deploys his Taser, but the suspec...      1\n",
       " 38397  \"The officer's partner then fired a round, str...      1\n",
       " 38398  The suspect continued to chase the officers an...      1\n",
       " 38399  “A good Samaritan seeing what was going on…too...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 128:                                                sentences  polit\n",
       " 38400  The chief said he was unclear what exaclty hap...      1\n",
       " 38401  The officer who had been struck by the dagger ...      1\n",
       " 38402             The case is still under investigation.      2\n",
       " 38403  The shooting today marked the third police-rel...      1\n",
       " 38404  In an incident last week, a man caught selling...      1\n",
       " ...                                                  ...    ...\n",
       " 38695  (CNN) To hear Pastor John MacArthur tell it, a...      1\n",
       " 38696  The megachurch in suburban Los Angeles had rel...      2\n",
       " 38697                     Two months later, it reopened.      1\n",
       " 38698  \"People started slowly coming back,\" MacArthur...      2\n",
       " 38699  \" That's several thousand more people than Cal...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 129:                                                sentences  polit\n",
       " 38700  According to an order issued July 29, houses o...      2\n",
       " 38701  \"I'm so happy to welcome you to the Grace Comm...      2\n",
       " 38702  The pastor has said his church offers an outdo...      1\n",
       " 38703  In holding church, MacArthur is betting on div...      2\n",
       " 38704  Los Angeles County is reporting 1,500-2,000 ne...      2\n",
       " ...                                                  ...    ...\n",
       " 38995                      Big implications for vaccines      1\n",
       " 38996  So, assuming that a large portion of the popul...      2\n",
       " 38997                    There are several implications.      2\n",
       " 38998  For Dr. Bruce Walker, an infectious disease ph...      1\n",
       " 38999  \"What we know is that most vaccines that have ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 130:                                                sentences  polit\n",
       " 39000  Now, antibodies should theoretically be able t...      1\n",
       " 39001  \"On the other hand, if some viruses sneak thro...      1\n",
       " 39002  \"And therein lies the opportunity for us to re...      2\n",
       " 39003  In other words, they wouldn't protect against ...      2\n",
       " 39004                            That's the hypothesis.\"      2\n",
       " ...                                                  ...    ...\n",
       " 39295  MBS, according to previously unreported WhatsA...      2\n",
       " 39296  As he repeatedly refused, Aljabri alleges the ...      2\n",
       " 39297  \" The Crown Prince also barred Aljabri's child...      2\n",
       " 39298  The Saudi government in Riyadh, the embassy in...      2\n",
       " 39299  The US national security community has been tr...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 131:                                                sentences  polit\n",
       " 39300  \"Everybody knows it,\" the former official said...      1\n",
       " 39301                                                  \"      1\n",
       " 39302  Nine months before Aljabri says the Saudi team...      1\n",
       " 39303  Khalid had arrived in Boston, and at Logan Air...      1\n",
       " 39304  An adviser to Aljabri says the details on the ...      1\n",
       " ...                                                  ...    ...\n",
       " 39595        She is a very sincere and hardworking girl.      1\n",
       " 39596  She has a different level of maturity and sens...      1\n",
       " 39597       And this bond is for real, not for the film.      1\n",
       " 39598  Now, if I get to work with her again, where I ...      1\n",
       " 39599  How much did meeting Gunjan Saxena’s real fath...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 132:                                                sentences  polit\n",
       " 39600         I have met Gunjan’s father and her family.      2\n",
       " 39601                            I adapted his thoughts.      1\n",
       " 39602  I hadn’t seen his videos then, neither did I w...      1\n",
       " 39603  I believe while playing a real character, one ...      2\n",
       " 39604  Of course, now we have more supporting fathers...      1\n",
       " ...                                                  ...    ...\n",
       " 39895  The Star Ferry arrives in Kowloon from Hong Ko...      1\n",
       " 39896  Masks are now mandatory in the territory [Anth...      2\n",
       " 39897  Queensland residents returning home will also ...      2\n",
       " 39898                                          BREAKING:      1\n",
       " 39899  Queensland will close its borders to all of Gr...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 133:                                                sentences  polit\n",
       " 39900  From 1am Saturday, more hotspots will be decla...      2\n",
       " 39901  #COVID19au pic.twitter.com/044iZeTZ1g — Annast...      2\n",
       " 39902  It has reported 101 new cases - up from 68 pre...      2\n",
       " 39903  Of the new cases, 89 were found in the far wes...      2\n",
       " 39904  Chinese mainland reported 101 new confirmed #C...      1\n",
       " ...                                                  ...    ...\n",
       " 40195  In truth, says Fonnesu, he's \"an illegal occup...      1\n",
       " 40196  Morandi, meanwhile, says that although the mer...      1\n",
       " 40197  \"Just the other day I chased away two tourists...      1\n",
       " 40198  \"I clean the rubbish off the sand and stop int...      1\n",
       " 40199  Truth is, I'm the only one who has so far take...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 134:                                                sentences  polit\n",
       " 40200  Related content Meet the 79-year-old man who l...      1\n",
       " 40201  Morandi fears that Budelli will follow the fat...      1\n",
       " 40202  He says: \"They stole everything from Spargi, t...      1\n",
       " 40203            Will that be Budelli's future as well?\"      1\n",
       " 40204  No matter how things go, the fiery guardian wi...      1\n",
       " ...                                                  ...    ...\n",
       " 40495  The process results in the release of large am...      2\n",
       " 40496  While ITER will not generate electricity, scie...      1\n",
       " 40497  There are other fusion experiments, but ITER's...      2\n",
       " 40498  Scientists will not know until 2035, after a d...      1\n",
       " 40499  German leaders are divided over whether to res...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 135:                                                sentences  polit\n",
       " 40500  According to officials, up to 20,000 people to...      2\n",
       " 40501  Organisers said up to 1.3 million people took ...      1\n",
       " 40502  The gathering was broken up by police after re...      1\n",
       " 40503  During attempts to break up the gathering, whi...      1\n",
       " 40504  Police said 133 demonstrators were arrested an...      1\n",
       " ...                                                  ...    ...\n",
       " 40795  Her first promo clip — a cute mock interview w...      1\n",
       " 40796  Meanwhile, one “Hot Ones” fan made a serious c...      1\n",
       " 40797  A-listers like Rihanna and Jerry Seinfeld plus...      1\n",
       " 40798  Duchess of Sussex Meghan Markle even got a sho...      1\n",
       " 40799  But not everyone is on the train to boot the o...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 136:                                                sentences  polit\n",
       " 40800  “Maybe Ellen is a jerk to people in Hollywood ...      2\n",
       " 40801  “#ReplaceEllen is trending and [I] just sat wo...      1\n",
       " 40802  Multiple outlets reported that “The Late Late ...      1\n",
       " 40803  Another Twitter user suggested comedian Tig No...      1\n",
       " 40804  Quipped an unrepentant Johnson to Ellen last N...      1\n",
       " ...                                                  ...    ...\n",
       " 41095                                          Read More      1\n",
       " 41096  Chris Evans and Ryan Gosling will face-off in ...      1\n",
       " 41097  The writers and directors behind the Marvel St...      1\n",
       " 41098  The astronomical figure is significant given t...      2\n",
       " 41099  NETFLIX RESPONDS TO 'STRANGER THINGS' LAWSUIT ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 137:                                                sentences  polit\n",
       " 41100  THE SHOW'S CONCEPT Gosling, 39, is tapped to s...      1\n",
       " 41101  11 MALE ACTORS WHO HAVE BULKED UP FOR ROLES “T...      1\n",
       " 41102  Per Deadline, “The Gray Man” is to be produced...      1\n",
       " 41103  COURT ALLOWS MO'NIQUE'S DISCRIMINATION LAWSUIT...      1\n",
       " 41104  “The movie is a real mano a mano between those...      1\n",
       " ...                                                  ...    ...\n",
       " 41395  More than 15,000 new cases of the coronavirus ...      2\n",
       " 41396  In Texas, many hospitals are nearing capacity ...      2\n",
       " 41397  All of which raises a simple question: Are som...      2\n",
       " 41398  And, even if the data (and the science) sugges...      2\n",
       " 41399  \"If we do not slow the spread of Covid-19 ... ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 138:                                                sentences  polit\n",
       " 41400  Florida Republican Gov. Ron DeSantis has been ...      2\n",
       " 41401  At what point do any of these governors bow to...      1\n",
       " 41402                  And, if they don't, what then? 4.      2\n",
       " 41403  Schools, schools, schools With some states set...      1\n",
       " 41404  And, if Sunday is an indication of the Trump a...      2\n",
       " ...                                                  ...    ...\n",
       " 41695  The United Kingdom has resettled 18,252 Syrian...      2\n",
       " 41696  Worldwide, around 84% of all refugees live in ...      2\n",
       " 41697  Unilever UL , which owns Ben & Jerry's, declin...      1\n",
       " 41698  The Anglo-Dutch consumer goods giant bought th...      1\n",
       " 41699  In June, Ben & Jerry's issued one of the most ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 139:                                                sentences  polit\n",
       " 41700  It's one of few companies that has explicitly ...      2\n",
       " 41701  \"We're a wholly owned subsidiary [of Unilever]...      1\n",
       " 41702  Police Monday made a second arrest in the gris...      1\n",
       " 41703  Jonathan Rodriguez, 21, of the Bronx, was char...      1\n",
       " 41704  Hamlet was found Wednesday wrapped in plastic ...      1\n",
       " ...                                                  ...    ...\n",
       " 41995  She lectured Trump over a joke he made on Twit...      2\n",
       " 41996  She also knocked Trump on the subject of gun c...      2\n",
       " 41997  CNN'S STELTER ACCUSED OF BREACHING NETWORK'S C...      1\n",
       " 41998  Anchor Jim Sciutto has entered the anti-Trump ...      1\n",
       " 41999  Trump Takes On the World,” which is described ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 140:                                                sentences  polit\n",
       " 42000  CNN's star anti-Trump reporter Jim Acosta has ...      2\n",
       " 42001  From accusing the president of having \"authori...      2\n",
       " 42002                                                  \"      1\n",
       " 42003  Perhaps, however, CNN's biggest anti-Trump cri...      2\n",
       " 42004  Stelter, who suggested that questioning Biden'...      2\n",
       " ...                                                  ...    ...\n",
       " 42295  Indirect exposure, such as sun shining through...      1\n",
       " 42296  Get CNN Health's weekly newsletter Sign up her...      1\n",
       " 42297  \"Vitamin D is known to be essential for bone a...      1\n",
       " 42298  For countries like the UK where the skies are ...      1\n",
       " 42299  Dr. Joseph Varon, the chief medical officer at...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 141:                                                sentences  polit\n",
       " 42300  Dr. Joseph Varon, the chief medical officer at...      1\n",
       " 42301   Dr. Joseph Varon hasn’t had a day off in months.      1\n",
       " 42302  Friday was his 134th consecutive day leading t...      2\n",
       " 42303  “If you ask me how the hell have I been able t...      1\n",
       " 42304                         “But I'm running on fumes.      1\n",
       " ...                                                  ...    ...\n",
       " 42595  (You can also get \"5 Things You Need to Know T...      1\n",
       " 42596                                    Sign up here .)      1\n",
       " 42597                                                 1.      1\n",
       " 42598                                     Coronavirus 2.      2\n",
       " 42599  CDC Hospitals now have to send their data on c...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 142:                                                sentences  polit\n",
       " 42600  Michael Caputo of the Department of Health and...      2\n",
       " 42601  President Trump and CDC officials have been cr...      2\n",
       " 42602  This week, four former CDC directors blasted t...      2\n",
       " 42603  JUST WATCHED Doctor paints dire picture: We're...      1\n",
       " 42604  MUST WATCH Doctor paints dire picture: We're r...      1\n",
       " ...                                                  ...    ...\n",
       " 42895                     Purp nor lean, that's Tunechi.      1\n",
       " 42896              That's New Orleans, F*** Drew Brees.\"      1\n",
       " 42897  Of course, Brees took a ton of heat for his st...      2\n",
       " 42898  He later apologized and said he didn't really ...      2\n",
       " 42899  Play video content There was more in Em's new ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 143:                                                sentences  polit\n",
       " 42900                  \"Bunch of half-wits up in office.      1\n",
       " 42901  Half of us walkin' around like a zombie apocal...      1\n",
       " 42902  Other half are just pissed off and don't wanna...      1\n",
       " 42903                        And, they're just scoffin'.      2\n",
       " 42904  And, that's how you end catchin' the s**t off ...      1\n",
       " ...                                                  ...    ...\n",
       " 43195  It is being built about 15km (nine miles) from...      2\n",
       " 43196  Sudan's Ministry of Irrigation and Water Resou...      2\n",
       " 43197  \"It was evident from the flow meters in the al...      1\n",
       " 43198  Sudan rejects any unilateral actions taken by ...      1\n",
       " 43199  President Trump on Sunday declined to say whet...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 144:                                                sentences  polit\n",
       " 43200  The president also claimed without evidence th...      2\n",
       " 43201  In response, Fox News host Chris Wallace asked...      2\n",
       " 43202                                               “No.      1\n",
       " 43203  I have to see,” Trump replied, before saying i...      2\n",
       " 43204  “But can you give a, can you give a direct ans...      2\n",
       " ...                                                  ...    ...\n",
       " 43495  The CDC’s opening suggestion: First vaccinate ...      2\n",
       " 43496  Next would be 110 million people at high risk ...      2\n",
       " 43497           The general population would come later.      2\n",
       " 43498  CDC’s vaccine advisers wanted to know who’s re...      2\n",
       " 43499  “I wouldn’t consider myself a critical health ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 145:                                                sentences  polit\n",
       " 43500  Indeed, the risks for health workers today are...      2\n",
       " 43501  Now, health workers in COVID-19 treatment unit...      2\n",
       " 43502  Beyond the health and security fields, does “e...      2\n",
       " 43503  And what if the vaccine doesn’t work as well a...      1\n",
       " 43504  It’s a real worry, given that older people’s i...      2\n",
       " ...                                                  ...    ...\n",
       " 43795  And he used his diagnosis -- thanks to that Wh...      2\n",
       " 43796  Another Trump acolyte, national security advis...      2\n",
       " 43797  Former White House physician Dr. Ronny Jackson...      1\n",
       " 43798  Until there is a vaccine, government health ex...      2\n",
       " 43799  Republican senators, meanwhile, pressed ahead ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 146:                                                sentences  polit\n",
       " 43800  Democrats want to extend benefits at their ful...      2\n",
       " 43801  And Trump's Education Secretary Betsy DeVos di...      2\n",
       " 43802  But she still used her national platform to de...      1\n",
       " 43803  \"There's not a national superintendent nor sho...      2\n",
       " 43804  She praised a local private school for its reo...      2\n",
       " ...                                                  ...    ...\n",
       " 44095  Hide Caption 23 of 38 Photos: Huge explosion r...      1\n",
       " 44096  Hide Caption 24 of 38 Photos: Huge explosion r...      1\n",
       " 44097  Bachar Ghattas, an eyewitness, described scene...      1\n",
       " 44098                         It is like an apocalypse.\"      2\n",
       " 44099  Hide Caption 25 of 38 Photos: Huge explosion r...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 147:                                                sentences  polit\n",
       " 44100  Hide Caption 26 of 38 Photos: Huge explosion r...      1\n",
       " 44101  Hide Caption 27 of 38 Photos: Huge explosion r...      1\n",
       " 44102  Hide Caption 28 of 38 Photos: Huge explosion r...      1\n",
       " 44103  Hide Caption 29 of 38 Photos: Huge explosion r...      1\n",
       " 44104  Hide Caption 30 of 38 Photos: Huge explosion r...      1\n",
       " ...                                                  ...    ...\n",
       " 44395  United said Wednesday that it will also requir...      1\n",
       " 44396  Yet most would-be fliers are still staying at ...      1\n",
       " 44397  Retail's big weekend will look very different ...      1\n",
       " 44398     This year, it's going to look a lot different.      1\n",
       " 44399  Walmart WMT Deals on TVs and toys may seem lik...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 148:                                                sentences  polit\n",
       " 44400  On Tuesday,said it will close its stores on Th...      2\n",
       " 44401  \"We know this has been a trying year, and our ...      1\n",
       " 44402  \"We hope they will enjoy a special Thanksgivin...      1\n",
       " 44403  \" The move comes at a time when retailers are ...      1\n",
       " 44404  Retailers are hesitant to stock up on inventor...      1\n",
       " ...                                                  ...    ...\n",
       " 44695  The latest data on America's crude oil invento...      2\n",
       " 44696  Coming tomorrow: The Bank of England announces...      2\n",
       " 44697  August Alsina made headlines last month when h...      1\n",
       " 44698  Pinkett addressed the affair rumors on a speci...      1\n",
       " 44699  Alsina reacted to Pinkett's admission in a new...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 149:                                                sentences  polit\n",
       " 44700  He said while he hasn't sat down and watched t...      1\n",
       " 44701  but it's definitely been brought to my attenti...      1\n",
       " 44702  JADA PINKETT SMITH ADMITS TO 'RELATIONSHIP' WI...      1\n",
       " 44703     “﻿I don’t know why that word is such an issue.      1\n",
       " 44704                         I would agree [with Jada].      1\n",
       " ...                                                  ...    ...\n",
       " 44995  Pastor Arthur Hodges, a Pentecostal minister i...      2\n",
       " 44996  Hodges told host Brian Kilmeade that his churc...      2\n",
       " 44997  \"We are looking at all of our options right no...      1\n",
       " 44998                  \"We do have a problem with this.\"      2\n",
       " 44999  CALIFORNIA PASTOR TO DEFY NEWSOM'S SHUTDOWN, P...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 150:                                                sentences  polit\n",
       " 45000  In response to an increase in the number of co...      2\n",
       " 45001       San Diego County is among those on the list.      2\n",
       " 45002  \"There are over 10,000 churches in California,...      2\n",
       " 45003  We were told in the middle of March the goal t...      2\n",
       " 45004                                  Well, guess what?      1\n",
       " ...                                                  ...    ...\n",
       " 45295  Contrary to popular belief, this is not a good...      1\n",
       " 45296  Not only does the presence of eco-tourists kee...      2\n",
       " 45297  It also provides a vital source of revenue for...      2\n",
       " 45298  2019 estimate from the World Travel and Touris...      2\n",
       " 45299  It generates 21.8 million global jobs and is p...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 151:                                                sentences  polit\n",
       " 45300  This income has virtually evaporated as a resu...      2\n",
       " 45301  Most elephants at the Elephant Conservation Ce...      1\n",
       " 45302  Mark Johanson Begging for money The Elephant C...      1\n",
       " 45303  Laos has fewer than 400 wild elephants and abo...      2\n",
       " 45304  Some 85% of the ECC's revenue is derived from ...      2\n",
       " ...                                                  ...    ...\n",
       " 45595  “She knows where to hold the line,” Steinberg ...      1\n",
       " 45596  It may help to understand her to know that Bas...      1\n",
       " 45597              “Remember those old Bruce Lee movies?      1\n",
       " 45598  When somebody who had watched a Bruce Lee movi...      2\n",
       " 45599  “You should have goals; it should be clear whe...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 152:                                                sentences  polit\n",
       " 45600  Public vetting Bass’s political goals at the m...      2\n",
       " 45601  “You can look back in my life, and I think it’...      1\n",
       " 45602              “I have always been focused on work.”      1\n",
       " 45603  Now that she is a top candidate for veep, her ...      2\n",
       " 45604  Her past work in Cuba has come under particula...      1\n",
       " ...                                                  ...    ...\n",
       " 45895                                                  \"      1\n",
       " 45896  Biden apologized and went on to serve alongsid...      1\n",
       " 45897    This time, of course, the dynamic is different.      2\n",
       " 45898  If he defeats Trump, he will be the commander-...      2\n",
       " 45899  But despite that, Biden has still suggested he...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 153:                                                sentences  polit\n",
       " 45900  During the Medal of Freedom ceremony, just day...      2\n",
       " 45901  \"About six months in, the president looks at m...      2\n",
       " 45902  That we've become such good friends,'\" Biden s...      2\n",
       " 45903                                                  \"      1\n",
       " 45904                                    Surprised you!\"      1\n",
       " ...                                                  ...    ...\n",
       " 46195  But school sports should reopen, said Florida ...      2\n",
       " 46196  His own children are not old enough for sports...      1\n",
       " 46197  \"But if they were, I would want them playing, ...      2\n",
       " 46198  In Georgia, everyone should continue wearing m...      2\n",
       " 46199             Lt. Gov. Geoff Duncan told CNN Friday.      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 154:                                                sentences  polit\n",
       " 46200  He was responding to questions about a photo s...      2\n",
       " 46201  The state allows local districts to set their ...      2\n",
       " 46202  Across the country, more than 160,000 people h...      1\n",
       " 46203  But consistently wearing masks could save 70,0...      1\n",
       " 46204  \"It's rare that you see something so simple, s...      1\n",
       " ...                                                  ...    ...\n",
       " 46495  \"What we really want to understand is after th...      2\n",
       " 46496  The great thing would be that there have been ...      1\n",
       " 46497  \"It's trying to understand the scale of that b...      2\n",
       " 46498  \" The 10,000 individuals invited to take part ...      1\n",
       " 46499  \"Obviously we would be looking over time as we...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 155:                                                sentences  polit\n",
       " 46500  Brightling said the study was focused on confi...      1\n",
       " 46501  \"This means we have a cohort of people where w...      2\n",
       " 46502  They are also those considered \"most likely to...      2\n",
       " 46503  JUST WATCHED Covid-19 takes a staggering toll ...      1\n",
       " 46504  In some people, these may be severe enough tha...      2\n",
       " ...                                                  ...    ...\n",
       " 46795  WASHINGTON — The ouch factor is real for the M...      2\n",
       " 46796                              There is the obvious:      1\n",
       " 46797  Robinson Cano was placed on the injured list T...      1\n",
       " 46798  Then there is the “ouch” of watching any pitch...      2\n",
       " 46799  Steven Matz took his turn in the conga line Tu...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 156:                                                sentences  polit\n",
       " 46800  The Mets never recovered and lost 5-3 to the N...      2\n",
       " 46801  The bright spot for the Mets were the five com...      2\n",
       " 46802  But overcoming the early damage inflicted by M...      1\n",
       " 46803  “The 5-0 deficit was the thing that hurt us to...      1\n",
       " 46804  “We’ve just got to put the whole game together...      2\n",
       " ...                                                  ...    ...\n",
       " 47095  Shweta wrote in her special note for brother A...      1\n",
       " 47096  Amitabh Bachchan kick-started Raksha Bandhan f...      1\n",
       " 47097  He accompanied his post with this message: \"Ha...      1\n",
       " 47098  Tomorrow be the festival of protection and sec...      1\n",
       " 47099  \" Take a look: T 3613 -Happy Raksha Bandhan .....      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 157:                                                sentences  polit\n",
       " 47100  pic.twitter.com/Vy1j6AGNZT — Amitabh Bachchan ...      1\n",
       " 47101  August 2, 2020 On Sunday, Abhishek Bachchan, i...      1\n",
       " 47102  Read his tweets here: my father, thankfully, h...      1\n",
       " 47103                   He will now be at home and rest.      1\n",
       " 47104  Thank you all for all your prayers and wishes ...      1\n",
       " ...                                                  ...    ...\n",
       " 47395  “I suppose we can thank Obama for reminding us...      1\n",
       " 47396  Social media accounts on the other side of the...      2\n",
       " 47397  It’s a debate that breaks out frequently when ...      2\n",
       " 47398  But Obama’s voice in the 2020 campaign is like...      2\n",
       " 47399  He already seems to have won converts on the f...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 158:                                                sentences  polit\n",
       " 47400  “In as highly charged an environment as we are...      2\n",
       " 47401  “He can motivate turnout and facilitate partic...      2\n",
       " 47402  For all the “when they go low, we go high” rhe...      1\n",
       " 47403  “I am not sure Obama’s politicized eulogy for ...      2\n",
       " 47404  “Our view of most presidents, even those who f...      2\n",
       " ...                                                  ...    ...\n",
       " 47695  Fox News' Megan Henney and the Associated Pres...      1\n",
       " 47696  FREE now and never miss the top Royal stories ...      1\n",
       " 47697  SUBSCRIBE Invalid email Sign up fornow and nev...      1\n",
       " 47698  We will use your email address only for sendin...      2\n",
       " 47699  Please see our Privacy Notice for details of y...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 159:                                                sentences  polit\n",
       " 47700  The young royal is said to be unconcerned by t...      1\n",
       " 47701  Royal expert and author of William And Harry: ...      1\n",
       " 47702  Trending Ms Nicholl said: “George is an absolu...      1\n",
       " 47703  “They’re not raising him to be spoilt or to ha...      2\n",
       " 47704  “He doesn’t get special treatment just because...      1\n",
       " ...                                                  ...    ...\n",
       " 47995  House Democrats reacted furiously to President...      2\n",
       " 47996  “President Trump’s decision to commute the sen...      2\n",
       " 47997  TRUMP COMMUTES ROGER STONE'S SENTENCE, DAYS BE...      2\n",
       " 47998  The White House announced Friday that Trump ha...      2\n",
       " 47999  Stone, who has appealed the conviction and den...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 160:                                                sentences  polit\n",
       " 48000  But the White House said the president had com...      2\n",
       " 48001  “Roger Stone is a victim of the Russia Hoax th...      2\n",
       " 48002  “There was never any collusion between the Tru...      2\n",
       " 48003  Such collusion was never anything other than a...      2\n",
       " 48004  The White House also cited medical risk as a r...      2\n",
       " ...                                                  ...    ...\n",
       " 48295  On the 54th night of demonstrations, the group...      2\n",
       " 48296  They reportedly set off to meet up and protect...      2\n",
       " 48297  \"I found it wrong that the federal government ...      2\n",
       " 48298  MAYORS OF PORTLAND, CHICAGO, ATLANTA, OTHER BI...      2\n",
       " 48299  President Trump has insisted that federal troo...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 161:                                                sentences  polit\n",
       " 48300  The city's Democrat leadership has been critic...      2\n",
       " 48301  “The elected officials have condoned the destr...      2\n",
       " 48302  State Attorney General Ellen Rosenblum claimed...      2\n",
       " 48303  The groups called the \"Wall of Moms\" and \"PDXD...      1\n",
       " 48304  The parents and others were seen chanting and ...      2\n",
       " ...                                                  ...    ...\n",
       " 48595  The SFWMD also offered bonus bounties based on...      1\n",
       " 48596  Earlier this year, a Burmese python hunt, dubb...      1\n",
       " 48597  The FWC’s Python Action Team has removed more ...      2\n",
       " 48598  The snake began appearing in the Everglades mo...      2\n",
       " 48599  Many were believed to have escaped or were rel...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 162:                                                sentences  polit\n",
       " 48600                        CLICK HERE FOR THE FOX NEWS      1\n",
       " 48601  APP Wildlife officials estimate the Burmese py...      1\n",
       " 48602  A rare storm with hurricane-like, 100-mph wind...      2\n",
       " 48603  The derecho — which has the strength of a hurr...      2\n",
       " 48604  By Monday night, PowerOutage.us reported more ...      2\n",
       " ...                                                  ...    ...\n",
       " 48895  Nunes made the comment one day after the prima...      2\n",
       " 48896  Host Maria Bartiromo pointed out on Sunday tha...      2\n",
       " 48897  She noted that three years ago he said “that t...      2\n",
       " 48898  She pointed to a Fox Business interview last w...      1\n",
       " 48899  On Sunday, Nunes provided an update after a la...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 163:                                                sentences  polit\n",
       " 48900  The FBI knew who Danchenko was and interviewed...      2\n",
       " 48901  Danchenko cooperated on the condition the FBI ...      1\n",
       " 48902  But that all changed when Attorney General Wil...      2\n",
       " 48903  Graham wanted the interview out because it fur...      1\n",
       " 48904  Graham released the declassified documents Jul...      2\n",
       " ...                                                  ...    ...\n",
       " 49195  In many parts of the world infections are stil...      2\n",
       " 49196                                                  \"      1\n",
       " 49197  All of this points to a longer recovery period...      2\n",
       " 49198                                                  \"      1\n",
       " 49199  With airlines struggling financially, governme...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 164:                                                sentences  polit\n",
       " 49200  GOP Sen. Ben Sasse fired back at President Tru...      2\n",
       " 49201    “Mr. President -- I understand that you’re mad.      2\n",
       " 49202  A few thoughts,” Sasse, of Nebraska, tweeted f...      2\n",
       " 49203  “As we’ve discussed before, I don’t think Twit...      1\n",
       " 49204  But, since you moved our conversation from pri...      2\n",
       " ...                                                  ...    ...\n",
       " 49495  Addressing a press conference, Puri said Air F...      1\n",
       " 49496  “They (United) are flying a daily flight betwe...      1\n",
       " 49497  Follow Coronavirus LIVE updates The minister f...      2\n",
       " 49498  “We have request from German carriers to permi...      2\n",
       " 49499  From India, Air India will be operating flight...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 165:                                                sentences  polit\n",
       " 49500  Scheduled international passenger flights have...      1\n",
       " 49501  The Directorate General of Civil Aviation (DGC...      1\n",
       " 49502  According to senior government officials, the ...      1\n",
       " 49503  As on July 13, Air India and Air India Express...      1\n",
       " 49504  “On many of these flights, we ferried back 852...      1\n",
       " ...                                                  ...    ...\n",
       " 49795  You know, this is history, this isn’t necessar...      2\n",
       " 49796          “Mike Pence has been incredible actually.      1\n",
       " 49797  He’s been a great vice president and done a re...      2\n",
       " 49798  Trump went on to say that it wouldn’t affect e...      2\n",
       " 49799  The president was nominally on the OutKick sho...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 166:                                                sentences  polit\n",
       " 49800  Asked for his thoughts on the NFL reopening so...      2\n",
       " 49801  But other than that I’d love to see them open ...      1\n",
       " 49802  They can protest in other ways, they shouldn’t...      2\n",
       " 49803  Trump went on to criticize players taking the ...      1\n",
       " 49804  Toward the end of the interview, Travis also a...      1\n",
       " ...                                                  ...    ...\n",
       " 50095  We have those conversations with our girlfrien...      1\n",
       " 50096  “So hopefully, this season I can be that for o...      1\n",
       " 50097  I hope that will be a source of strength for s...      1\n",
       " 50098  ‘REAL HOUSEWIVES OF ATLANTA’ STAR PORSHA WILLI...      1\n",
       " 50099  “I grew up with the whole notion – not just be...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 167:                                                sentences  polit\n",
       " 50100  And so for me, it's always been the sky is not...      2\n",
       " 50101  “And that has in the mantra that I have lived ...      2\n",
       " 50102  Like, when you think you've done enough, just ...      1\n",
       " 50103  CLICK HERE TO GET THE FOX NEWS APP Added the 1...      1\n",
       " 50104          I often chew off too much that I can bite      1\n",
       " ...                                                  ...    ...\n",
       " 50395  Cars passing by often honked to show their sup...      1\n",
       " 50396  During an interview with CNN on Wednesday, Mar...      2\n",
       " 50397  The trio -- Kolesnikova, Svetlana Tikhanovskay...      2\n",
       " 50398  Lukashenko dismissed the trio as \"poor girls\" ...      1\n",
       " 50399  But the women appeared to enjoy significant su...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 168:                                                sentences  polit\n",
       " 50400  Tikhanovskaya's campaign rallies saw significa...      2\n",
       " 50401  About 63,000 people attended the largest event...      1\n",
       " 50402  The independent monitoring group \"Honest Peopl...      2\n",
       " 50403  Tikhanovskay and Tsepkalo say they were forced...      2\n",
       " 50404  Tikhanovskaya's campaign told CNN on Sunday th...      2\n",
       " ...                                                  ...    ...\n",
       " 50695  As the district prepares, it has called on par...      1\n",
       " 50696  Those decisions must be submitted to the distr...      2\n",
       " 50697  Carvalho told CNN that the county reached \"100...      1\n",
       " 50698         New Orleans (start date: August, date tbd)      1\n",
       " 50699  New Orleans schools will open with a hybrid mo...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 169:                                                sentences  polit\n",
       " 50700  Greenville County, South Carolina (start date:...      2\n",
       " 50701  Greenville County Schools, the largest distric...      2\n",
       " 50702  The plan would allow parents to either send th...      2\n",
       " 50703  The other option: students learn at home for 1...      2\n",
       " 50704  About 10,000 students enrolled for the county'...      2\n",
       " ...                                                  ...    ...\n",
       " 50995  As you’re likely well aware, (1) Chris Harriso...      1\n",
       " 50996             The Bachelorette is currently filming.      1\n",
       " 50997  And while in normal circumstances ditching set...      1\n",
       " 50998  The entire cast and crew are fully locked down...      1\n",
       " 50999  Meaning that since Chris Harrison left set, he...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 170:                                                sentences  polit\n",
       " 51000  Meanwhile, Chris’s trip to Texas comes as Tays...      1\n",
       " 51001  And since Tayshia is reportedly already on-set...      1\n",
       " 51002  Either way, ABC is offering basically zero inf...      1\n",
       " 51003        This content is imported from {embed-name}.      1\n",
       " 51004  You may be able to find the same content in an...      1\n",
       " ...                                                  ...    ...\n",
       " 51295  Edwards met Epstein for the last time in May 2...      1\n",
       " 51296  Although Epstein appeared harried and nervous,...      1\n",
       " 51297  Edwards firmly believes Epstein committed suic...      1\n",
       " 51298  For Epstein, going to jail and being forced to...      1\n",
       " 51299  Like Epstein, she wants to get into Edwards’ h...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 171:                                                sentences  polit\n",
       " 51300  Her control issues made her “a crucial figure ...      1\n",
       " 51301  “She was the groomer, the enabler and the faci...      2\n",
       " 51302  Edwards said he was relieved when Maxwell was ...      1\n",
       " 51303  “I felt there was new hope to finally hold eve...      2\n",
       " 51304  Now, after Maxwell’s blockbuster arrest, Edwar...      1\n",
       " ...                                                  ...    ...\n",
       " 51595  \"But if you analyze it well from the beginning...      1\n",
       " 51596  We [Arsenal] played the [2006] Champions Leagu...      1\n",
       " 51597  He came on at halftime and he changed the game...      2\n",
       " 51598  Iniesta started playing every single game and ...      1\n",
       " 51599      Xavi had a lot of ups and downs at Barcelona.      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 172:                                                sentences  polit\n",
       " 51600                     The real Xavi that we all know      1\n",
       " 51601  and we all admire, and is probably one of the ...      1\n",
       " 51602                    Everything will go around you.'      1\n",
       " 51603  \"In 2008, after the European Championship, Xav...      2\n",
       " 51604  There were a lot of rumors; he will go, he's n...      2\n",
       " ...                                                  ...    ...\n",
       " 51895  I like the fact that there is an inactivated, ...      2\n",
       " 51896  That provides an alternative in case one of th...      2\n",
       " 51897  SinoPharm’s claim that 30 “special volunteers”...      2\n",
       " 51898  The company’s post cites a “spirit of sacrific...      1\n",
       " 51899  “The idea of people willing to sacrifice thems...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 173:                                                sentences  polit\n",
       " 51900  But with corporate and government officials ge...      2\n",
       " 51901  That would violate the voluntary principle” th...      2\n",
       " 51902  The first round of human testing — a Phase 1 t...      2\n",
       " 51903  SinoPharm, which declined to comment for this ...      2\n",
       " 51904  In a post on its subsidiary’s official WeChat ...      2\n",
       " ...                                                  ...    ...\n",
       " 52195  However, it wasn’t until she received an email...      1\n",
       " 52196  Of course, I jumped on it, because it was a le...      1\n",
       " 52197  RYAN REYNOLDS OFFERS $5,000 REWARD FOR A WOMAN...      1\n",
       " 52198  Deborah Goble because she was the person who b...      1\n",
       " 52199  Plus, she's a grown-up, and I wanted to make s...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 174:                                                sentences  polit\n",
       " 52200  \"They brought the bear over to CBC, which was ...      2\n",
       " 52201  Soriano said she had placed the backpack conta...      1\n",
       " 52202  It was in that moment that Soriano said she fo...      1\n",
       " 52203                                      RYAN REYNOLDS      1\n",
       " 52204  ON HIRING ACTRESS FROM PELOTON AD: 'I CAN CERT...      2\n",
       " ...                                                  ...    ...\n",
       " 52495  Forty retailers including Penney have filed fo...      1\n",
       " 52496                The list is still expected to grow.      1\n",
       " 52497  A number were already struggling prior to the ...      2\n",
       " 52498  The pressures have only intensified since for ...      2\n",
       " 52499  Department stores' dominance in retail has bee...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 175:                                                sentences  polit\n",
       " 52500  According to Sussberg, Penney aims to have \"ma...      2\n",
       " 52501  Once seen as a disrupter of China’s banking sy...      1\n",
       " 52502  Hangzhou-based Ant, one of the world’s most va...      1\n",
       " 52503  Emergency Medical Technicians (EMT) leave with...      1\n",
       " 52504  Almost 300,000 new coronavirus cases were repo...      2\n",
       " ...                                                  ...    ...\n",
       " 52795  Our mission has never been more vital than it ...      2\n",
       " 52796  Vox’s work is reaching more people than ever, ...      2\n",
       " 52797  Your financial contribution will not constitut...      1\n",
       " 52798  Please consider making a contribution to Vox t...      2\n",
       " 52799  Right now, the weather is smokin' hot and so a...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 176:                                                sentences  polit\n",
       " 52800  Wednesday just happens to be National Chicken ...      1\n",
       " 52801  While summer is a great time to enjoy barbecue...      2\n",
       " 52802  Whether folks finish off every last nibble of ...      2\n",
       " 52803  Applebee's While this quick-service spot serve...      2\n",
       " 52804  Just enter the code WINGDAY at checkout when y...      1\n",
       " ...                                                  ...    ...\n",
       " 53095  This potential wave of mass voter disenfranchi...      2\n",
       " 53096  The number of new voters registered across 11 ...      2\n",
       " 53097  Swing states like Florida, Virginia, North Car...      2\n",
       " 53098  By withholding eviction protection from their ...      2\n",
       " 53099                                     Advertisement:      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 177:                                                sentences  polit\n",
       " 53100  Comparatively, homeowners have received more a...      2\n",
       " 53101  The CARES Act allows any homeowner with a fede...      2\n",
       " 53102  Meanwhile, mortgage rates are currently the ch...      2\n",
       " 53103  As Trump indicated back in March , he and the ...      2\n",
       " 53104                            Next up: the elections.      2\n",
       " ...                                                  ...    ...\n",
       " 53395  Biden's VP shortlist doesn't suggest progressi...      2\n",
       " 53396  Biden's VP shortlist doesn't suggest progressi...      2\n",
       " 53397  Brown wrote that the vice presidency would lik...      2\n",
       " 53398  “Historically, the vice presidency has often e...      2\n",
       " 53399  For every George H.W. Bush, who ascended from ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 178:                                                sentences  polit\n",
       " 53400  Arnold GoreMarquita Bradshaw beats establishme...      2\n",
       " 53401                          MORE, who never got there      1\n",
       " 53402  ,” Brown wrote in an op-ed for the San Francis...      1\n",
       " 53403  ADVERTISEMENT Brown, who served as mayor from ...      1\n",
       " 53404  As Speaker of the California Assembly, he late...      2\n",
       " ...                                                  ...    ...\n",
       " 53695  FP Trending Facebook has launched its gaming a...      1\n",
       " 53696  However, it had to forgo its mini game feature...      1\n",
       " 53697  This step reportedly came after \"months of sub...      1\n",
       " 53698  In a series of tweets the official handle of F...      1\n",
       " 53699                                                 1/      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 179:                                                sentences  polit\n",
       " 53700                      Well, we have some good news.      1\n",
       " 53701  We’re launching the standalone Facebook Gaming...      1\n",
       " 53702             Download today https://t.co/MhNbh3nOwA      1\n",
       " 53703  We know many creators and fans have been waiti...      1\n",
       " 53704  — Facebook Gaming (@FacebookGaming) August 7, ...      1\n",
       " ...                                                  ...    ...\n",
       " 53995  President Trump Donald John TrumpTrump says he...      2\n",
       " 53996  The call marked Trump’s first phone conversati...      1\n",
       " 53997  The phone call is also Trump’s first with Puti...      2\n",
       " 53998  The White House, which has disputed elements o...      2\n",
       " 53999  ADVERTISEMENT “President Trump and President P...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 180:                                                sentences  polit\n",
       " 54000  “The two leaders also discussed critical bilat...      2\n",
       " 54001  President Trump reiterated his hope of avoidin...      2\n",
       " 54002  The Kremlin said in a statement that the two l...      2\n",
       " 54003  U.S. and Russian officials held arms control t...      2\n",
       " 54004  The Trump administration is pushing for a new ...      2\n",
       " ...                                                  ...    ...\n",
       " 54295  The United States has the highest number of ca...      2\n",
       " 54296  President Trump warned on Tuesday, \"It will pr...      1\n",
       " 54297                                                  \"      1\n",
       " 54298  A report by the U.S. Centers for Disease Contr...      2\n",
       " 54299  Wednesday will mark the busiest day for earnin...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 181:                                                sentences  polit\n",
       " 54300  The main attraction comes in the afternoon whe...      2\n",
       " 54301  In Europe, London's FTSE was lower by 0.9 perc...      2\n",
       " 54302  In Asian markets, Tokyo's Nikkei lost 0.6 perc...      1\n",
       " 54303  Uncertainty over prospects for more financial ...      2\n",
       " 54304  The Republican Party and Democrats remain divi...      2\n",
       " ...                                                  ...    ...\n",
       " 54595  \" Home sales could have been more robust, had ...      1\n",
       " 54596  The supply of existing homes available fell a ...      2\n",
       " 54597  Based on the current sales pace, that represen...      1\n",
       " 54598   Last June 350,000 more homes were on the market.      1\n",
       " 54599  \"We are facing an acute inventory shortage esp...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 182:                                                sentences  polit\n",
       " 54600                                                  \"      1\n",
       " 54601  The inventory levels are shrinking and shrinki...      2\n",
       " 54602  Credit cards with annual fees offer a wide-ran...      1\n",
       " 54603  However, your spending habits and needs can ch...      1\n",
       " 54604  If you're not taking full advantage of your an...      1\n",
       " ...                                                  ...    ...\n",
       " 54895  During the interview, Wallace debuted the resu...      2\n",
       " 54896  The poll showed Biden leading on specific issu...      2\n",
       " 54897  When presented with the results, Trump downpla...      2\n",
       " 54898  \"First of all, I'm not losing because those ar...      1\n",
       " 54899  \"They were fake in 2016 and now they're even m...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 183:                                                sentences  polit\n",
       " 54900  Later in the interview, when Wallace asked whe...      2\n",
       " 54901  With the coronavirus spreading rapidly across ...      2\n",
       " 54902  Trump has previously attacked efforts made by ...      2\n",
       " 54903  \"I think mail-in voting is going to rig the el...      2\n",
       " 54904                                      \"I really do.      2\n",
       " ...                                                  ...    ...\n",
       " 55195  Lord & Taylor is closing 19 of its store locat...      1\n",
       " 55196                             Continue Reading Below      1\n",
       " 55197  The closures come as the coronavirus pandemic ...      2\n",
       " 55198  LUXURY DEPARTMENT STORE LORD & TAYLOR FILES FO...      1\n",
       " 55199  Today, we announced our search for a new owner...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 184:                                                sentences  polit\n",
       " 55200  \"Part of our announcement also includes filing...      2\n",
       " 55201                                                  \"      1\n",
       " 55202  The luxury department store founded in 1826 sa...      1\n",
       " 55203  The stores are located in Farmington, Conn.; B...      1\n",
       " 55204  GET FOX BUSINESS ON THE GO BY CLICKING HERE Le...      1\n",
       " ...                                                  ...    ...\n",
       " 55495  The GOP package is being dismissed as a non-st...      2\n",
       " 55496          Leader McConnell said, ‘We need a pause.’      2\n",
       " 55497       Then came back this Monday with a piecemeal.      2\n",
       " 55498  Well, that’s not — this is as big as it gets, ...      2\n",
       " 55499  And it's about the lives of the American peopl...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 185:                                                sentences  polit\n",
       " 55500  The Speaker also told CNN that following scien...      2\n",
       " 55501  “But if you don’t believe in science and you d...      2\n",
       " 55502             — This report was updated at 8:44 a.m.      1\n",
       " 55503  The former Florida insurance agent fired for h...      2\n",
       " 55504                           Continue Reading Below \"      1\n",
       " ...                                                  ...    ...\n",
       " 55795  ADVERTISEMENT Both bills passed in largely par...      2\n",
       " 55796           No Democrats voted against the measures.      2\n",
       " 55797  Eighteen Republicans voted for the first bill,...      2\n",
       " 55798  The first bill, which passed 249-163, creates ...      2\n",
       " 55799  The fund would be established within the Depar...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 186:                                                sentences  polit\n",
       " 55800  Those eligible for the grants would receive fu...      2\n",
       " 55801  The bill also includes language to “provide re...      2\n",
       " 55802  ADVERTISEMENT Proponents of the legislation sa...      2\n",
       " 55803  \"We have essential workers, who I pointed out,...      2\n",
       " 55804  But they have kids, they have families,” DeLau...      2\n",
       " ...                                                  ...    ...\n",
       " 56095  This is all a formally race-neutral agenda, bu...      2\n",
       " 56096  Shakir, who managed Bernie Sanders’s campaign,...      2\n",
       " 56097  Biden “starts with a politics of what’s possib...      2\n",
       " 56098  Shahid uses the same analogy: “Progressives of...      1\n",
       " 56099  Playing to win on climate change The task forc...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 187:                                                sentences  polit\n",
       " 56100  Today the 6 Biden-Sanders Unity Task Forces ar...      2\n",
       " 56101  The Climate Task Force accomplished a great deal.      2\n",
       " 56102  It was an honor to serve as co-chair w/ Sec. @...      2\n",
       " 56103  Among the notable gains: we shaved *15 years* ...      2\n",
       " 56104  https://t.co/pnLj7uufeg — Alexandria Ocasio-Co...      1\n",
       " ...                                                  ...    ...\n",
       " 56395                                            Agreed.      1\n",
       " 56396  But creating a budget happens to be the one st...      2\n",
       " 56397  A budget is a line-item accounting of all your...      2\n",
       " 56398  The whole purpose of a budget is to lay everyt...      2\n",
       " 56399  One way to analyze your current cash flow is t...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 188:                                                sentences  polit\n",
       " 56400  With this approach, the goal is to spend 50% o...      1\n",
       " 56401  The final 20% is for savings: building your em...      2\n",
       " 56402  Another framework is the 60% Solution, which d...      2\n",
       " 56403  If your own pie charts look wildly different t...      2\n",
       " 56404                                  (Hello, side gig!      1\n",
       " ...                                                  ...    ...\n",
       " 56695  But while Unanue and his supporters on the rig...      2\n",
       " 56696           “‘Buycotting’ is not suppressing speech.      1\n",
       " 56697  In fact, it is the opposite,” Jaime Settle, a ...      2\n",
       " 56698  “Corporate leaders have a choice: if they choo...      2\n",
       " 56699  Unanue’s right and capacity to express his ide...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 189:                                                sentences  polit\n",
       " 56700  Instead of free speech, the core issue is the ...      2\n",
       " 56701  Unanue’s comments have turned Goya Foods into ...      1\n",
       " 56702  When Unanue spoke at the Rose Garden event at ...      2\n",
       " 56703  “We’re all truly blessed at the same time to h...      1\n",
       " 56704             “And so we have an incredible builder.      1\n",
       " ...                                                  ...    ...\n",
       " 56995  And so I was a little skeptical when I came to...      2\n",
       " 56996      It sounded a little Marvel-y to me, you know?      1\n",
       " 56997                                    But I had hope.      2\n",
       " 56998  First, because of Charlize Theron, who can pla...      1\n",
       " 56999  The second reason was director Gina Prince-Byt...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 190:                                                sentences  polit\n",
       " 57000                          I knew I could trust her.      1\n",
       " 57001                        And The Old Guard delivers.      2\n",
       " 57002  Yes, there’s a lot of stabbing and bone breaki...      1\n",
       " 57003  You can actually follow the story, which moves...      2\n",
       " 57004  At the film’s center is a tender and expansive...      1\n",
       " ...                                                  ...    ...\n",
       " 57295  Trump and his campaign have been highly sensit...      2\n",
       " 57296  Kanye West 'not denying' his campaign seeks to...      2\n",
       " 57297  “We don’t need or want foreign interference, a...      2\n",
       " 57298  U.S. stock futures edged lower Monday, suggest...      2\n",
       " 57299  Continue Reading Below Futures tied to the S&P...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 191:                                                sentences  polit\n",
       " 57300  The pan-continental Stoxx Europe 600 wavered b...      1\n",
       " 57301  In Asia, Chinese stocks rallied, while other m...      2\n",
       " 57302  GET FOX BUSINESS ON THE GO BY CLICKING HERE Mo...      2\n",
       " 57303  Investors and economists are increasingly taki...      2\n",
       " 57304  \"You can't have case numbers and economic acti...      2\n",
       " ...                                                  ...    ...\n",
       " 57595  Roland TillisThe Hill's 12:30 Report - Specula...      2\n",
       " 57596  Collins, in particular, has maintained her dis...      2\n",
       " 57597  Biden commemorates anniversary of Charlottesvi...      2\n",
       " 57598  The Washington Post first reported that Ernst ...      2\n",
       " 57599  The president's comments on Thursday echoed hi...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 192:                                                sentences  polit\n",
       " 57600  During a press conference the day after the vo...      2\n",
       " 57601  Please enable cookies on your web browser in o...      1\n",
       " 57602  The new European data protection law requires ...      2\n",
       " 57603  By clicking “I agree” below, you consent to th...      1\n",
       " 57604  See our Privacy Policy and Third Party Partner...      1\n",
       " ...                                                  ...    ...\n",
       " 57895  Social network revenues increased by 29% year-...      1\n",
       " 57896  Revenue from the fintech and business services...      1\n",
       " 57897  However, this was below a Refinitiv consensus ...      2\n",
       " 57898  This business includes some of Tencent's finan...      2\n",
       " 57899  The Chinese technology giant said the revenue ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 193:                                                sentences  polit\n",
       " 57900  Meanwhile, online ad revenue rose 13% year-on-...      2\n",
       " 57901  The growth rate was also slower than the 32% y...      2\n",
       " 57902  Ad revenues were dragged down by a 25% plunge ...      1\n",
       " 57903  This relates to advertising on Tencent Video, ...      2\n",
       " 57904  \"The decrease was primarily driven by lower ad...      2\n",
       " ...                                                  ...    ...\n",
       " 58195   All businesses are in business to make a profit.      1\n",
       " 58196     But right now we've got to put humanity first.      2\n",
       " 58197                                                  \"      1\n",
       " 58198  Still, Johnson says when she asked workers to ...      2\n",
       " 58199  But just as the New Jersey cleared the way for...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 194:                                                sentences  polit\n",
       " 58200  That created a huge, immediate headache for At...      2\n",
       " 58201  Caesars, Hard Rock, Ocean Casino and others on...      1\n",
       " 58202  The Borgata opted to delay opening for another...      2\n",
       " 58203    \"We held back until we felt that we were ready.      1\n",
       " 58204  And we could provide the experience that our g...      1\n",
       " ...                                                  ...    ...\n",
       " 58495                             Pay attention, please.      1\n",
       " 58496  Federal agents that had been deployed to Seatt...      1\n",
       " 58497                                                  \"      1\n",
       " 58498  [The Department of Homeland Security] notified...      2\n",
       " 58499  \"The President’s actions to target Democratic ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 195:                                                sentences  polit\n",
       " 58500  \" Policing decisions in Seattle should be made...      1\n",
       " 58501  It’s why federal law enforcement officials as ...      2\n",
       " 58502  — Mayor Jenny Durkan (@MayorJenny) July 28, 20...      2\n",
       " 58503  The mayor added that Seattle Police Chief Carm...      2\n",
       " 58504  He's trying to 'scare the devil' out of people...      1\n",
       " ...                                                  ...    ...\n",
       " 58795  What was most revealing about the exchange is ...      2\n",
       " 58796  He's not concerned, as I've shown, in having a...      2\n",
       " 58797  He's only interested in focusing on which stat...      1\n",
       " 58798  Any news that doesn't make him look good is di...      2\n",
       " 58799  Trump has no argument for why this statistic w...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 196:                                                sentences  polit\n",
       " 58800  It has utterly failed to do that, and more tha...      2\n",
       " 58801  Trump earlier showed his callousness when Swan...      2\n",
       " 58802                                 It is what it is.\"      1\n",
       " 58803  Advertisement: And later, on a totally differe...      1\n",
       " 58804  \"Why do you think black men are two and half t...      2\n",
       " ...                                                  ...    ...\n",
       " 59095  In the Facebook post published on Sunday, the ...      2\n",
       " 59096  So if you’re a selfish bastard and wearing a m...      1\n",
       " 59097  The post also featured a link to an article pu...      1\n",
       " 59098                                      ADVERTISEMENT      1\n",
       " 59099  When pressed about his Facebook post at a pres...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 197:                                                sentences  polit\n",
       " 59100  He went on to say that the recent post was jus...      1\n",
       " 59101  “That means direct, it means humor, it means a...      1\n",
       " 59102      “Everybody makes their decisions differently.      1\n",
       " 59103  Some react to humor, some react to blunt state...      1\n",
       " 59104  I want to engage in every way I can to convinc...      2\n",
       " ...                                                  ...    ...\n",
       " 59395  “There are plenty of things in this process yo...      2\n",
       " 59396               We had to consider all the details.”      2\n",
       " 59397  After the girls woke from their surgery they w...      1\n",
       " 59398           Courtesy Bambino Gesu Pediatric Hospital      2\n",
       " 59399  But Efisio Marras and the team feel grateful t...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 198:                                                sentences  polit\n",
       " 59400  They will monitor them for a year and expect f...      2\n",
       " 59401  “We were very happy because we had the opportu...      2\n",
       " 59402                            “It was joy, pure joy.”      1\n",
       " 59403  Welcome to The Hill’s Campaign Report, your da...      2\n",
       " 59404                   Did someone forward this to you?      2\n",
       " ...                                                  ...    ...\n",
       " 59695  Robinson was referencing a Washington Post art...      2\n",
       " 59696  Robinson's most recent column mentions how the...      2\n",
       " 59697  ADVERTISEMENT \"Donald Trump's ignorance of his...      2\n",
       " 59698  Among the 20 countries most affected by COVID-...      2\n",
       " 59699  The European Union put initial restrictions on...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 199:                                                sentences  polit\n",
       " 59700  A Social Security Administration office in San...      2\n",
       " 59701  Getty Images President Donald Trump's executiv...      2\n",
       " 59702  Whether the president's move ultimately will h...      2\n",
       " 59703  Payroll taxes are taken from both employers an...      2\n",
       " 59704  Currently, employers and workers each pay 6.2%...      1\n",
       " ...                                                  ...    ...\n",
       " 59995  Since 2018, Trump has waged a trade war with C...      2\n",
       " 59996  And increasingly, tech has become tangled up i...      2\n",
       " 59997  “There is no bottom to the US-China relationsh...      2\n",
       " 59998  “The administration is looking for more and mo...      2\n",
       " 59999  And technology, which has helped dramatically ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 200:                                                sentences  polit\n",
       " 60000  Last August, as China and the US were escalati...      2\n",
       " 60001  Trump gave Huawei a partial death penalty in t...      1\n",
       " 60002            Huawei is a big deal outside of the US.      1\n",
       " 60003  It sold 250 million phones last year — that’s ...      2\n",
       " 60004  So the Trump administration’s effective ban ha...      2\n",
       " ...                                                  ...    ...\n",
       " 60295         That's what the term \"white privilege\" is.      2\n",
       " 60296  It means that whiteness still gives you an adv...      2\n",
       " 60297                 “What utter, racist BS,” he added.      1\n",
       " 60298  ADVERTISEMENT Billionaire Oprah lectures the r...      1\n",
       " 60299         That's what the term 'white privilege' is.      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 201:                                                sentences  polit\n",
       " 60300  It means that whiteness still gives you an adv...      2\n",
       " 60301  What utter, racist BS. https://t.co/02PADVJkrZ...      1\n",
       " 60302                                     August 5, 2020      1\n",
       " 60303  His comments come after Winfrey debuted her ne...      1\n",
       " 60304  \"It's time to bring humanity back to the conve...      1\n",
       " ...                                                  ...    ...\n",
       " 60595                               And now is the time.      2\n",
       " 60596                                  I ain’t waiting.”      2\n",
       " 60597                      To new experiences and roles!      2\n",
       " 60598        We’re looking forward to seeing his growth.      1\n",
       " 60599  It’s now clear the United States has failed to...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 202:                                                sentences  polit\n",
       " 60600  Asked if America’s coronavirus outbreak is the...      2\n",
       " 60601          Quantitatively, if you look at it, it is.      2\n",
       " 60602                    I mean, the numbers don’t lie.”      1\n",
       " 60603                     It didn’t have to be this way.      1\n",
       " 60604  In March and April, other developed countries ...      2\n",
       " ...                                                  ...    ...\n",
       " 60895  “I share the view of the chairman of the Fed a...      2\n",
       " 60896  He doubled down, however, on two Republican de...      2\n",
       " 60897  “I think we should not continue the process of...      2\n",
       " 60898  I do think we need to adjust whatever unemploy...      2\n",
       " 60899  McConnell told reporters Wednesday that the Se...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 203:                                                sentences  polit\n",
       " 60900         “We’re certainly going to be in next week.      2\n",
       " 60901       We’ll see what happens after that,” he said.      1\n",
       " 60902  On Thursday he signaled that he is letting sen...      1\n",
       " 60903  Former National Security Advisor Susan Rice ex...      2\n",
       " 60904  Rice, who was appointed to the streaming video...      2\n",
       " ...                                                  ...    ...\n",
       " 61195                                                  \"      1\n",
       " 61196  Memphis clinches the 8th seed with two wins, o...      1\n",
       " 61197  More improbably, they're the 8th seed if Portl...      1\n",
       " 61198  \" Perhaps this still overestimates the Grizzli...      1\n",
       " 61199  They don't have Jaren Jackson Jr. (torn left m...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 204:                                                sentences  polit\n",
       " 61200    Hardly any of their lineups make sense anymore.      1\n",
       " 61201  They have an Indiana Pacers West vibe to them,...      2\n",
       " 61202  The Celtics own the Grizzlies' 2020 first-roun...      1\n",
       " 61203  Milwaukee is already scheduled to face the Orl...      1\n",
       " 61204  Consider this a lukewarm guess that the Grizzl...      2\n",
       " ...                                                  ...    ...\n",
       " 61495  Atlanta Mayor Keisha Lance Bottoms (D) announc...      2\n",
       " 61496  Bottoms said in a statement that she’s bringin...      1\n",
       " 61497  It also recommends businesses continue telewor...      2\n",
       " 61498   Nonessential city facilities will remain closed.      1\n",
       " 61499  ADVERTISEMENT “Based upon the surge of COVID-1...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 205:                                                sentences  polit\n",
       " 61500  “Georgia reopened in a reckless manner and the...      2\n",
       " 61501  The rollback comes as Georgia sees an alarming...      2\n",
       " 61502  Bottoms’s move clashes with guidance from Gov....      2\n",
       " 61503  “Atlanta Mayor @KeishaBottoms' action today is...      2\n",
       " 61504  As clearly stated in my executive orders, no l...      2\n",
       " ...                                                  ...    ...\n",
       " 61795  This next mission of four astronauts will spen...      2\n",
       " 61796  Hurley and Behnken’s capsule will be refurbish...      1\n",
       " 61797  A Houston company run by a former NASA officia...      2\n",
       " 61798            CLICK HERE TO READ MORE ON FOX BUSINESS      1\n",
       " 61799  “It took years to get here, we brought the cap...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 206:                                                sentences  polit\n",
       " 61800  Boeing doesn’t expect to launch its first crew...      1\n",
       " 61801  The company encountered significant software p...      2\n",
       " 61802  Its capsules will touch down in the U.S. South...      2\n",
       " 61803  By beating Boeing, SpaceX laid claim to a smal...      2\n",
       " 61804  Minutes after splashdown, Musk tweeted a flag ...      1\n",
       " ...                                                  ...    ...\n",
       " 62095  It's crucial to note that the so-called \"holid...      2\n",
       " 62096  However, Trump claims that if he wins re-elect...      2\n",
       " 62097  Advertisement: As our president explained to a...      2\n",
       " 62098  He added, \"I'm going to make them all permanent.\"      1\n",
       " 62099  A senior adviser on the Trump campaign, Jenna ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 207:                                                sentences  polit\n",
       " 62100  Trump claimed on Monday that his hypothetical ...      2\n",
       " 62101                                     Advertisement:      1\n",
       " 62102  It's also germane to add that Trump thinks tha...      2\n",
       " 62103  It's quite likely that Attorney General Bill B...      2\n",
       " 62104  In fact, the Supreme Court will likely strike ...      2\n",
       " ...                                                  ...    ...\n",
       " 62395  For more information you can review our Terms ...      2\n",
       " 62396  FP Trending On 19 July, people world over will...      2\n",
       " 62397  Apart from the unusual sighting of five planet...      2\n",
       " 62398  IBTimes reported that the planets and the moon...      2\n",
       " 62399  Jeffrey Hunt, an astronomy educator and former...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 208:                                                sentences  polit\n",
       " 62400  “Step outside early in the morning, at least a...      2\n",
       " 62401  Find the four bright planets – Venus, Mars, Sa...      1\n",
       " 62402                They look like overly bright stars.      2\n",
       " 62403      Brilliant Venus is low in the east-northeast.      1\n",
       " 62404  Mars is the lone 'star' in the southeast, and ...      1\n",
       " ...                                                  ...    ...\n",
       " 62695  But when it comes to replicating the success T...      2\n",
       " 62696  There may indeed be typically-Democratic voter...      2\n",
       " 62697  Trump is out there telling them that, on that ...      2\n",
       " 62698     It's a baffling and self-destructive decision.      2\n",
       " 62699  Advertisement: This failure to execute a compe...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 209:                                                sentences  polit\n",
       " 62700  Stressed out by falling poll numbers, the pand...      2\n",
       " 62701  He's abandoned any effort to persuade anyone e...      2\n",
       " 62702  Of course, the base-only strategy could still ...      2\n",
       " 62703  As Dan Froomkin wrote on Wednesday for Salon, ...      2\n",
       " 62704  \" Trump doesn't think he can convince Democrat...      2\n",
       " ...                                                  ...    ...\n",
       " 62995  \"What's going to happen is on [July] 25, state...      2\n",
       " 62996                                                  \"      1\n",
       " 62997  To get it started back up again, it may take a...      2\n",
       " 62998  I've been told that even in states with modern...      2\n",
       " 62999  \" Jobless Americans will remember the strain o...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 210:                                                sentences  polit\n",
       " 63000  According to data compiled by Andrew Stettner,...      2\n",
       " 63001  While the enhanced benefit effectively expires...      2\n",
       " 63002  Some say continuing to look at the end of July...      2\n",
       " 63003  \"If Congress passes a new package next week, i...      2\n",
       " 63004  Though the $600 weekly benefit was signed into...      2\n",
       " ...                                                  ...    ...\n",
       " 63295  Questions abound: Will Bezos use any of the $1...      2\n",
       " 63296  Over what time period will Bezos give the mone...      2\n",
       " 63297  And what type of disclosures will Bezos share ...      2\n",
       " 63298  If Bezos does plan to use this LLC to make the...      2\n",
       " 63299  Trademark experts tell Recode that it’s also p...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 211:                                                sentences  polit\n",
       " 63300                         Bezos’s team isn’t saying.      1\n",
       " 63301  Amazon declined to comment on Fellowship Ventu...      1\n",
       " 63302  Bezos previously said he would start making gr...      1\n",
       " 63303  The Amazon founder isn’t done clinging to secr...      1\n",
       " 63304  The trademark application by Fellowship Ventur...      1\n",
       " ...                                                  ...    ...\n",
       " 63595  U.S. President Donald Trump makes an announcem...      1\n",
       " 63596  The Trump administration is considering bannin...      2\n",
       " 63597  Senior officials discussing the matter have be...      1\n",
       " 63598  The discussions, first reported by the New Yor...      2\n",
       " 63599  Such a ban, if implemented, could hit the ruli...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 212:                                                sentences  polit\n",
       " 63600  This could include not only diplomats but also...      2\n",
       " 63601  Chinese Foreign Ministry spokeswoman Hua Chuny...      1\n",
       " 63602  U.S. Secretary of State Mike Pompeo stopped sh...      2\n",
       " 63603  \" White House Press Secretary Kayleigh McEnany...      2\n",
       " 63604  Google's $2.1 billion bid for fitness tracker ...      1\n",
       " ...                                                  ...    ...\n",
       " 63895  While this certainly ensures consistency and h...      2\n",
       " 63896  With private lenders, variable-rate loans are ...      1\n",
       " 63897  Variable-rate loans allow you to take advantag...      2\n",
       " 63898  Keep in mind: it could also mean paying a high...      1\n",
       " 63899           It all depends on where the market goes.      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 213:                                                sentences  polit\n",
       " 63900               FIXED-RATE OR VARIABLE STUDENT LOAN:      2\n",
       " 63901                             WHICH IS BEST FOR YOU?      1\n",
       " 63902                                                 5.      1\n",
       " 63903  You need fast funding Federal student aid come...      2\n",
       " 63904  You have to fill out your FAFSA form, and wait...      2\n",
       " ...                                                  ...    ...\n",
       " 64195  Close to 200 police from the national security...      1\n",
       " 64196  Again, this is the office of a media organizat...      1\n",
       " 64197  pic.twitter.com/8IQE4PRWZk — William Yang (@Wi...      1\n",
       " 64198  August 10, 2020 After @appledaily_hk founder @...      1\n",
       " 64199                     This is an unprecedented move.      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 214:                                                sentences  polit\n",
       " 64200  Deploying such disproportional amount of polic...      2\n",
       " 64201                              Stand With Hong Kong.      1\n",
       " 64202                                   (@Stand_with_HK)      1\n",
       " 64203  August 10, 2020 Apple Daily reporters livestre...      1\n",
       " 64204  Chinese authorities brought Lai to the offices...      2\n",
       " ...                                                  ...    ...\n",
       " 64495      Britain’s foreign office declined to comment.      1\n",
       " 64496  Such a move would be another nail in the coffi...      2\n",
       " 64497  But London has been dismayed by a crackdown in...      2\n",
       " 64498  Last week Prime Minister Boris Johnson ordered...      2\n",
       " 64499  China has accused Britain of pandering to the ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 215:                                                sentences  polit\n",
       " 64500  Earlier on Sunday, China’s ambassador to Brita...      2\n",
       " 64501  “If UK government goes that far to impose sanc...      2\n",
       " 64502  “You’ve seen what happens in the United States...      2\n",
       " 64503  I do not want to see this tit-for-tat happen i...      2\n",
       " 64504                               China-UK relations.”      1\n",
       " ...                                                  ...    ...\n",
       " 64795  Last week, Alex Garcia, 26, visited his father...      1\n",
       " 64796                     Both men are pipeline workers.      2\n",
       " 64797  That same night, Emily Lopez was preparing for...      1\n",
       " 64798  The two had been playing bingo together before...      1\n",
       " 64799                    “In this area, it’s not a joke.      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 216:                                                sentences  polit\n",
       " 64800                     It’s life or death,” she said.      1\n",
       " 64801  The COVID-19 maternity ward at DHR Health is a...      2\n",
       " 64802  Among them is the challenge of squaring best p...      1\n",
       " 64803  “This is great in Hartford, Connecticut, becau...      2\n",
       " 64804  Down here, it’s very different,” said Dr. Efra...      2\n",
       " ...                                                  ...    ...\n",
       " 65095                             Customers get sick ...      1\n",
       " 65096                                  Learning occurs.”      1\n",
       " 65097            Nor is the economic data uniformly bad.      2\n",
       " 65098  Retail sales jumped 7.5% in June as states lif...      1\n",
       " 65099                     But even that may be illusory.      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 217:                                                sentences  polit\n",
       " 65100  A recent study by the JPMorgan Chase Institute...      2\n",
       " 65101    Those benefits expire at the end of this month.      2\n",
       " 65102  Jobs, meanwhile, may not be returning fast eno...      2\n",
       " 65103  Another 1.3 million people filed for unemploym...      2\n",
       " 65104  Nationally, data from time management firm Kro...      2\n",
       " ...                                                  ...    ...\n",
       " 65395  Your daily look at late-breaking news, upcomin...      1\n",
       " 65396  U.S.EXPECTED TO REPORT RECORD-BREAKING ECONOMI...      2\n",
       " 65397  Having endured what was surely a record-shatte...      2\n",
       " 65398                                                 2.      1\n",
       " 65399  U.S. AGENTS IN PORTLAND PULL BACK The Trump ad...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 218:                                                sentences  polit\n",
       " 65400                                   ADVERTISEMENT 3.      1\n",
       " 65401                                          TRUMP VS.      2\n",
       " 65402  BIDEN: WHERE THEY STAND President Donald Trump...      2\n",
       " 65403                                                 4.      1\n",
       " 65404  JOHN LEWIS’ FUNERAL SET FOR CHURCH MLK ONCE LE...      1\n",
       " ...                                                  ...    ...\n",
       " 65695                          Related Coverage Factbox:      2\n",
       " 65696  Trump and Biden take sharply different paths o...      2\n",
       " 65697  Using data lists, the state party has targeted...      2\n",
       " 65698  Meanwhile, the party’s Latinx outreach team is...      2\n",
       " 65699   Texas does not have partisan voter registration.      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 219:                                                sentences  polit\n",
       " 65700  But the trends prove Texas’ Democratic transfo...      2\n",
       " 65701  “Texas is not in play because a dramatic numbe...      2\n",
       " 65702  “Texas is in play because there are more of us...      1\n",
       " 65703  Polish President and presidential candidate An...      2\n",
       " 65704  Adrianna Bochenek/Agencja Gazeta via REUTERS W...      1\n",
       " ...                                                  ...    ...\n",
       " 65995  In the letter, Scott said he was eager to disc...      1\n",
       " 65996  ADVERTISEMENT “I will come back to you in the ...      1\n",
       " 65997  Also Monday night, Washington State coach Nick...      2\n",
       " 65998  A recording of a conversation between Rolovich...      1\n",
       " 65999  Woods had called Rolovich to inform him he was...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 220:                                                sentences  polit\n",
       " 66000  “I spoke with Kassidy Woods in a private phone...      2\n",
       " 66001  This was before the #WeAreUnited group had rel...      2\n",
       " 66002  “Without knowing the concerns of the group, I ...      2\n",
       " 66003  I’m proud of our players and all the Pac-12 st...      1\n",
       " 66004  WSU football student-athletes who have express...      2\n",
       " ...                                                  ...    ...\n",
       " 66295  The security legislation targets what Beijing ...      2\n",
       " 66296  Beijing and the Hong Kong government have said...      1\n",
       " 66297  They said it will only target a small minority...      2\n",
       " 66298  Fifteen people have been arrested under the la...      1\n",
       " 66299  Beijing imposed the legislation directly on Ho...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 221:                                                sentences  polit\n",
       " 66300  The law has steered China further on a collisi...      2\n",
       " 66301  The legislation allows agents to take suspects...      2\n",
       " 66302  Some Hong Kong people have fled the city to se...      2\n",
       " 66303  Hong Kong authorities have issued arrest warra...      2\n",
       " 66304                                        FILE PHOTO:      1\n",
       " ...                                                  ...    ...\n",
       " 66595  The U.S. demand this week that China close its...      2\n",
       " 66596                                        FILE PHOTO:      1\n",
       " 66597  The flags of China, U.S. and the Chinese Commu...      2\n",
       " 66598                                           REUTERS/      1\n",
       " 66599  Aly Song/File Photo Here are the main points o...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 222:                                                sentences  polit\n",
       " 66600    He regularly refers to it as the “China virus.”      2\n",
       " 66601  Trump said Chinese officials “ignored their re...      2\n",
       " 66602  China says it has been transparent about the o...      2\n",
       " 66603  The United States plans to quit the WHO in mid...      2\n",
       " 66604                                              TRADE      1\n",
       " ...                                                  ...    ...\n",
       " 66895  Overnight data showed China’s industrial activ...      2\n",
       " 66896  The Norwegian crown gained versus the dollar, ...      2\n",
       " 66897  The New Zealand dollar was down 0.2% versus th...      2\n",
       " 66898  The Australian dollar was subdued, down 0.1% v...      1\n",
       " 66899  Prime Minister Scott Morrison said internal bo...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 223:                                                sentences  polit\n",
       " 66900  Australia’s central bank downgraded its outloo...      2\n",
       " 66901                                        FILE PHOTO:      1\n",
       " 66902  Democratic U.S. presidential candidate and for...      2\n",
       " 66903                                           REUTERS/      1\n",
       " 66904                                        Leah Millis      1\n",
       " ...                                                  ...    ...\n",
       " 67195                     I read a story about it today.      1\n",
       " 67196  And I never spoke to Woody Johnson about doing...      2\n",
       " 67197                                               No.”      1\n",
       " 67198  The State Department, meanwhile, defended John...      2\n",
       " 67199  “Ambassador Johnson is a valued member of the ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 224:                                                sentences  polit\n",
       " 67200  “We stand by Ambassador Johnson and look forwa...      2\n",
       " 67201  It was not immediately clear when the inspecti...      2\n",
       " 67202  Even routine inspector general inspector repor...      2\n",
       " 67203                  ___ Lee reported from Washington.      2\n",
       " 67204     NEW DELHI (Reuters) - Alphabet Inc’s (GOOGL.O)      1\n",
       " ...                                                  ...    ...\n",
       " 67495  Hospital operator HCA Healthcare Inc (HCA.N) r...      2\n",
       " 67496  Snap Inc (SNAP.N) shares sank 6.2% after posti...      1\n",
       " 67497  Shares of United Airlines Holdings Inc (UAL.O)...      1\n",
       " 67498  Microsoft Corp (MSFT.O) shares were down more ...      1\n",
       " 67499  Tesla Inc (TSLA.O) shares gained more than 2% ...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 225:                                                sentences  polit\n",
       " 67500  Advancing issues outnumbered declining ones on...      2\n",
       " 67501  The S&P 500 posted 40 new 52-week highs and 1 ...      1\n",
       " 67502  Volume on U.S. exchanges was 10.32 billion sha...      1\n",
       " 67503  By choosing “I agree” below, you agree that NP...      2\n",
       " 67504  This information is shared with social media s...      2\n",
       " ...                                                  ...    ...\n",
       " 67795  “I wouldn’t consider myself a critical health ...      2\n",
       " 67796  Indeed, the risks for health workers today are...      2\n",
       " 67797  Now, health workers in COVID-19 treatment unit...      2\n",
       " 67798  Beyond the health and security fields, does “e...      2\n",
       " 67799  And what if the vaccine doesn’t work as well a...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 226:                                                sentences  polit\n",
       " 67800  It’s a real worry, given that older people’s i...      2\n",
       " 67801  With Black, Latino and Native American populat...      2\n",
       " 67802  Consider the urban poor who live in crowded co...      2\n",
       " 67803  And it may be worth vaccinating entire familie...      2\n",
       " 67804  Whoever gets to go first, a mass vaccination c...      1\n",
       " ...                                                  ...    ...\n",
       " 68095  This is a question we all need answered,” Harr...      2\n",
       " 68096  WHO director-general Tedros Adhanom Ghebreyesu...      2\n",
       " 68097  He added, “This will help lay the groundwork f...      2\n",
       " 68098  The United States, the WHO’s largest WHO donor...      2\n",
       " 68099                                        FILE PHOTO:      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 227:                                                sentences  polit\n",
       " 68100  A logo is pictured on the headquarters of the ...      2\n",
       " 68101  REUTERS/Denis Balibouse/File Photo “We view th...      1\n",
       " 68102  “We expect that the CCP (Chinese Communist Par...      2\n",
       " 68103  U.S. President Donald Trump and Secretary of S...      2\n",
       " 68104  Scientists and U.S. intelligence agencies have...      1\n",
       " ...                                                  ...    ...\n",
       " 68395  “The unscrupulous intentions of the U.S. polit...      1\n",
       " 68396  “Intimidation and threats cannot frighten the ...      1\n",
       " 68397  Luo, the most senior mainland political offici...      2\n",
       " 68398  As well as Luo and Lam, the sanctions target H...      2\n",
       " 68399  Xia Baolong, the director of the Hong Kong and...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 228:                                                sentences  polit\n",
       " 68400  Police chief Tang told local media on Saturday...      2\n",
       " 68401  The sanctions freeze any U.S. assets of the of...      2\n",
       " 68402  Related Coverage Hong Kong markets watchdog sa...      1\n",
       " 68403  COLLISION COURSE Beijing imposed the law direc...      1\n",
       " 68404  The legislation has steered China further on a...      2\n",
       " ...                                                  ...    ...\n",
       " 68695  In an interview here at the 2020 Air Warfare S...      2\n",
       " 68696  “We certainly need those that do advanced engi...      2\n",
       " 68697  “The incentive structure is set up ... such th...      1\n",
       " 68698  Making mistakes along the way does not come wi...      1\n",
       " 68699  But failure to try to innovate at all ... come...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 229:                                                sentences  polit\n",
       " 68700                                You will be fired.”      2\n",
       " 68701  Established automakers are playing catch-up to...      1\n",
       " 68702  Mercedes will release its EQS next year - a fo...      1\n",
       " 68703  A new version of the Mercedes S-Class, which w...      1\n",
       " 68704  From an investor perspective, traditional play...      1\n",
       " ...                                                  ...    ...\n",
       " 68995  There are a variety of different reasons why, ...      2\n",
       " 68996  “I am always in support of the men having the ...      1\n",
       " 68997  And specifically, when it comes to health, the...      2\n",
       " 68998  I think the great thing is we have these prote...      1\n",
       " 68999                   I am going to sit this one out.′      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 230:                                                sentences  polit\n",
       " 69000  And maybe (they) come back next year, and mayb...      2\n",
       " 69001                                      ADVERTISEMENT      1\n",
       " 69002  Any player who opts out creates some decision ...      2\n",
       " 69003  But even if it is a star, an irreplaceable sta...      2\n",
       " 69004  “The opt-out option is a player’s choice and a...      2\n",
       " ...                                                  ...    ...\n",
       " 69295  The park also cancelled parades, firework disp...      1\n",
       " 69296  Disney’s chief medical officer said earlier th...      2\n",
       " 69297  Roughly 19,000 people, including some theme pa...      1\n",
       " 69298  The union representing 750 Walt Disney World p...      2\n",
       " 69299  Other theme parks opened in Orlando in June, i...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 231:                                                sentences  polit\n",
       " 69300  Universal Studios Orlando and SeaWorld Enterta...      1\n",
       " 69301  Florida remains one of the worst hotspots for ...      2\n",
       " 69302  Sun seekers gather at Clearwater Beach, which ...      2\n",
       " 69303                                           REUTERS/      1\n",
       " 69304                                         Drone Base      2\n",
       " ...                                                  ...    ...\n",
       " 69595  Before PiS and Duda came to power in 2015, Pol...      2\n",
       " 69596  But it has become increasingly combative, with...      2\n",
       " 69597  Related Coverage Hungarian government congratu...      2\n",
       " 69598  He has criticised PiS’ rhetoric, vowing to abo...      1\n",
       " 69599  But to many religious conservatives in Poland,...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 232:                                                sentences  polit\n",
       " 69600          “It’s what populists do very effectively.      2\n",
       " 69601  You name the enemy and you focus on combating ...      1\n",
       " 69602  This is what was used in this campaign, the fe...      2\n",
       " 69603  In the last week of campaigning, PiS leader Ja...      2\n",
       " 69604  Economic policy was also at the heart of the e...      2\n",
       " ...                                                  ...    ...\n",
       " 69895  The WHO says those most at risk from airborne ...      2\n",
       " 69896  Medical authorities recommend the use of prote...      2\n",
       " 69897                                     Full Coverage:      1\n",
       " 69898  Viral Questions Scientists maintain it’s far l...      2\n",
       " 69899  The AP is answering your questions about the c...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 233:                                                sentences  polit\n",
       " 69900                  Submit them at: FactCheck@AP.org.      1\n",
       " 69901  More Viral Questions: Can I get COVID-19 throu...      2\n",
       " 69902  Is it safe to go to the gym during the coronav...      2\n",
       " 69903  How risky is flying during the coronavirus pan...      2\n",
       " 69904  BRUSSELS (Reuters) - Hungarian Prime Minister ...      1\n",
       " ...                                                  ...    ...\n",
       " 70195                                           REUTERS/      1\n",
       " 70196  Tom Brenner/File Photo Interviews with more th...      2\n",
       " 70197  The Democratic Party has hired voter protectio...      2\n",
       " 70198  Thousands of election monitors and lawyers wil...      2\n",
       " 70199  Republicans say that while they are making rou...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 234:                                                sentences  polit\n",
       " 70200  Trump has cast doubt on the legitimacy of mail...      2\n",
       " 70201  He has also made unsubstantiated allegations t...      2\n",
       " 70202  A person briefed by the Biden campaign on its ...      2\n",
       " 70203  One party official in a battleground state who...      2\n",
       " 70204  Trump is “laying the groundwork to say: ‘The e...      2\n",
       " ...                                                  ...    ...\n",
       " 70495                                      ADVERTISEMENT      1\n",
       " 70496  The Gigliesi, as the residents are known, soci...      1\n",
       " 70497  Dr. Armando Schiaffino, the island’s sole phys...      2\n",
       " 70498  “Every time an ordinary childhood illness, lik...      2\n",
       " 70499  Muti, a breast cancer researcher at the Univer...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 235:                                                sentences  polit\n",
       " 70500  Were residents perhaps infected but didn’t sho...      1\n",
       " 70501                          Was it something genetic?      1\n",
       " 70502                                    Something else?      2\n",
       " 70503                                Or just plain luck?      1\n",
       " 70504  “Dr. Schiaffino came to me and told me, ‘Hey, ...      2\n",
       " ...                                                  ...    ...\n",
       " 70795                             We are Sergei Furgal\".      1\n",
       " 70796                                           REUTERS/      1\n",
       " 70797  Evgenii Pereverzev MOSCOW (Reuters) - About 3,...      1\n",
       " 70798  Residents of Khabarovsk, around 3,800 miles (6...      2\n",
       " 70799  Furgal was arrested on July 9 in connection wi...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 236:                                                sentences  polit\n",
       " 70800  His supporters say the detention is politicall...      2\n",
       " 70801  It has triggered weeks of street protests, cre...      2\n",
       " 70802  Regional authorities estimated around 2,800 pe...      2\n",
       " 70803  Reuters images showed people marching with pos...      2\n",
       " 70804                                        FILE PHOTO:      1\n",
       " ...                                                  ...    ...\n",
       " 71095  “We have no interest in any Cold War, we have ...      2\n",
       " 71096  “We have all seen what is happening in the Uni...      2\n",
       " 71097            “We all know this is an election year.”      2\n",
       " 71098  The envoy did not mention Trump or Democratic ...      2\n",
       " 71099  “They want to do anything including treating C...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 237:                                                sentences  polit\n",
       " 71100  “Probably they think they need an enemy, they ...      2\n",
       " 71101  but we have no interest, we keep telling Ameri...      1\n",
       " 71102  U.S. Secretary of State Mike Pompeo said earli...      2\n",
       " 71103  Asked if relations with the United States had ...      2\n",
       " 71104  After British Prime Minister Boris Johnson sla...      2\n",
       " ...                                                  ...    ...\n",
       " 71395  Overall, the dollar index was flat to slightly...      2\n",
       " 71396  Speculators increased their net short dollar p...      2\n",
       " 71397  The dollar’s strength at the end of last week ...      2\n",
       " 71398  This continued to drive investors towards the ...      2\n",
       " 71399  China imposed sanctions on 11 U.S. citizens, i...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 238:                                                sentences  polit\n",
       " 71400  Prominent democracy activist, Hong Kong media ...      1\n",
       " 71401  Senior U.S. and Chinese officials will meet vi...      2\n",
       " 71402  Graphic: World FX rates in 2020 here Graphic: ...      1\n",
       " 71403                                             FILE -      1\n",
       " 71404  In this Wednesday Nov. 6, 2013, file photo, th...      1\n",
       " ...                                                  ...    ...\n",
       " 71695  SHANGHAI/HONG KONG (Reuters) - Stock investor ...      1\n",
       " 71696                                        FILE PHOTO:      1\n",
       " 71697  A logo of a Chinese tech firm Tencent, owner o...      2\n",
       " 71698                                           REUTERS/      1\n",
       " 71699                            Thomas Peter/File Photo      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 239:                                                sentences  polit\n",
       " 71700  The move followed U.S. President Donald Trump’...      1\n",
       " 71701  Tencent now only represents 10% of his portfol...      1\n",
       " 71702  E-commerce giant Alibaba Group Holding (BABA.N...      1\n",
       " 71703  “I was envisioning a global Tencent, a global ...      2\n",
       " 71704  Now, I can only think of Southeast Asian versi...      1\n",
       " ...                                                  ...    ...\n",
       " 71995  Wong, who was 17 when he became the face of th...      1\n",
       " 71996  However, he has drummed up support for the pro...      2\n",
       " 71997                               Slideshow (4 Images)      1\n",
       " 71998  He was disqualified from running in the former...      2\n",
       " 71999  Wong has said he supports the idea of a non-bi...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 240:                                                sentences  polit\n",
       " 72000  Wong did not sign a form in which candidates a...      2\n",
       " 72001  The form is not mandatory, but candidates are ...      1\n",
       " 72002                             WASHINGTON (Reuters) -      1\n",
       " 72003  The head of the U.S. Postal Service (USPS) on ...      2\n",
       " 72004                                        FILE PHOTO:      1\n",
       " ...                                                  ...    ...\n",
       " 72295     “We don’t know yet what the efficacy might be.      1\n",
       " 72296            We don’t know if it will be 50% or 60%.      2\n",
       " 72297  I’d like it to be 75% or more,” Fauci said in ...      1\n",
       " 72298  “But the chances of it being 98% effective is ...      2\n",
       " 72299  The novel coronavirus has infected nearly 5 mi...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 241:                                                sentences  polit\n",
       " 72300  Lockdown measures imposed to keep the virus fr...      2\n",
       " 72301  As infections have spiked around the country a...      1\n",
       " 72302  Fauci said on Friday that studies of Moderna I...      2\n",
       " 72303  He told Reuters earlier this week that he expe...      2\n",
       " 72304  By choosing “I agree” below, you agree that NP...      2\n",
       " ...                                                  ...    ...\n",
       " 72595  Trump has instituted a series of sweeping immi...      2\n",
       " 72596  Reuters reported in May that U.S. government o...      1\n",
       " 72597  The draft regulation, which was first reported...      2\n",
       " 72598  A Trump pandemic task force was not expected t...      2\n",
       " 72599  The United States leads the world in both conf...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 242:                                                sentences  polit\n",
       " 72600  Omar Jadwat, director of the American Civil Li...      1\n",
       " 72601  The CDC did not immediately respond to a reque...      2\n",
       " 72602                                 SYDNEY (Reuters) -      1\n",
       " 72603  The U.S. dollar was struggling to keep a rare ...      1\n",
       " 72604                                        FILE PHOTO:      1\n",
       " ...                                                  ...    ...\n",
       " 72895  SHANGHAI (Reuters) - Microsoft Corp (MSFT.O) h...      2\n",
       " 72896                                        FILE PHOTO:      1\n",
       " 72897  A person walks past a Microsoft logo at the Mi...      1\n",
       " 72898                                           REUTERS/      1\n",
       " 72899  Thomas Peter A deal would be in line with Micr...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 243:                                                sentences  polit\n",
       " 72900  The country accounts for over $2 billion in an...      2\n",
       " 72901                   WHAT DOES MICROSOFT DO IN CHINA?      2\n",
       " 72902  Microsoft employs roughly 6,000 people in the ...      1\n",
       " 72903  Its flagship Windows operating system is widel...      2\n",
       " 72904  In recent years the firm has pushed its Azure ...      2\n",
       " ...                                                  ...    ...\n",
       " 73195  Camille Abou Suleiman, a former labour ministe...      2\n",
       " 73196  There was no need to totally rule out Selaata,...      2\n",
       " 73197  Why not start with one power station - Zahrani...      1\n",
       " 73198  It’s not the time to take a (Christian) commun...      2\n",
       " 73199                               Slideshow (6 Images)      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 244:                                                sentences  polit\n",
       " 73200  For Daniel Younes, whose family owns a minimar...      1\n",
       " 73201  The worst power cuts he has ever seen are wipi...      2\n",
       " 73202  Not only are they forced to throw out spoiled ...      2\n",
       " 73203  “The ice cream fridge, you come at night, ther...      2\n",
       " 73204  And then you have to throw them out, and the y...      1\n",
       " ...                                                  ...    ...\n",
       " 73495  “Hey @PritiPatel we think the real crisis is o...      1\n",
       " 73496  Ben & Jerry’s was acquired by Unilever in 2000...      1\n",
       " 73497  It uses that freedom to pursue a cultural and ...      1\n",
       " 73498  It also supports marriage equality and elector...      2\n",
       " 73499  While Patel has not directly replied to the mi...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 245:                                                sentences  polit\n",
       " 73500  He did not say what inaccuracies he was referr...      2\n",
       " 73501  Unilever and Ben & Jerry’s were not immediatel...      1\n",
       " 73502  Some of the arrivals stand a chance of being g...      2\n",
       " 73503  (Reuters) - U.S. agents deployed to Seattle to...      1\n",
       " 73504  U.S. tactical forces arrived in Washington sta...      1\n",
       " ...                                                  ...    ...\n",
       " 73795  Skip tossing the ball around the infield after...      1\n",
       " 73796  Keep the Phillie Phanatic and mascots off the ...      1\n",
       " 73797                             No high-fives, either.      1\n",
       " 73798  Not a problem, Phillies slugger Bryce Harper s...      1\n",
       " 73799  “I think the air high-five is going to come ba...      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 246:                                                sentences  polit\n",
       " 73800  Still, a lot of protocols to keep in mind for ...      1\n",
       " 73801    “Is it going to be perfect the very first day?”      1\n",
       " 73802                       A’s manager Bob Melvin said.      1\n",
       " 73803                                    “Probably not.”      2\n",
       " 73804                                           BOO WHO?      1\n",
       " ...                                                  ...    ...\n",
       " 74095  Crude oil tankers are docked at Isla Oil Refin...      1\n",
       " 74096                                           REUTERS/      1\n",
       " 74097  Henry Romero/File Photo A Commerce Department ...      2\n",
       " 74098              Abrams vowed to keep up the pressure.      1\n",
       " 74099          “There are people who don’t cooperate ...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 247:                                                sentences  polit\n",
       " 74100  We’ll go after the ship, the ship owner, the s...      1\n",
       " 74101  U.S. President Donald Trump attends a news con...      1\n",
       " 74102  REUTERS/Jonathan Ernst LONDON (Reuters) - U.S....      1\n",
       " 74103  On Tuesday, Johnson ordered Huawei equipment t...      2\n",
       " 74104  “We convinced many countries, many countries, ...      2\n",
       " ...                                                  ...    ...\n",
       " 74395  The recording devices were programmed to fall ...      2\n",
       " 74396                    Retrieving them wasn’t so easy.      1\n",
       " 74397  “Sometimes the devices dropped off into nests ...      1\n",
       " 74398                          Follow Larson on twitter:      1\n",
       " 74399  @larsonchristina ___ The Associated Press Heal...      2\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 248:                                                sentences  polit\n",
       " 74400      The AP is solely responsible for all content.      2\n",
       " 74401  By choosing “I agree” below, you agree that NP...      2\n",
       " 74402  This information is shared with social media s...      2\n",
       " 74403                                       See details.      1\n",
       " 74404  Agree and Continue Revoke Agreement Decline an...      1\n",
       " ...                                                  ...    ...\n",
       " 74695  This image released by Discovery Channel shows...      1\n",
       " 74696                         (Discovery Channel via AP)      1\n",
       " 74697  This image released by Discovery Channel shows...      1\n",
       " 74698                         (Discovery Channel via AP)      1\n",
       " 74699                                 LOS ANGELES (AP) —      1\n",
       " \n",
       " [300 rows x 2 columns],\n",
       " 249:                                                sentences  polit\n",
       " 74700  The coronavirus pandemic forced people to stay...      2\n",
       " 74701  Ocean spots cleared of fishing boats and other...      2\n",
       " 74702  The 32nd annual slate of all things shark, air...      1\n",
       " 74703  “It really was a once-in-a-lifetime opportunit...      1\n",
       " 74704                                      ADVERTISEMENT      1\n",
       " ...                                                  ...    ...\n",
       " 74995  “On the U.S. side, they can certainly make a m...      1\n",
       " 74996  He said the top U.S. general in Europe always ...      2\n",
       " 74997  Hodges said that, like Germany, neither of the...      1\n",
       " 74998  Wolters and Esper were “doing their best to ta...      2\n",
       " 74999        “I think the damage could have been worse.”      1\n",
       " \n",
       " [300 rows x 2 columns]}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import joblib\n",
    "from nltk.stem.wordnet import WordNetLemmatizer\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import SnowballStemmer\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.svm import LinearSVC, SVC\n",
    "import torch\n",
    "import transformers as tfs\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "# test set\n",
    "test_data = pd.read_csv('../data/test/MBFC-sentences-Dataset.csv',encoding='utf-8')\n",
    "comp = re.compile('[^A-Z^a-z^0-9^ ]')\n",
    "splits=300\n",
    "sets = range(75000,75000,splits)\n",
    "sents={}\n",
    "lr_clf = joblib.load('../models/lr_clf.clf')\n",
    "model_class, tokenizer_class, pretrained_weights = (tfs.BertModel, tfs.BertTokenizer, 'bert-base-uncased')\n",
    "tokenizer = tokenizer_class.from_pretrained(pretrained_weights)\n",
    "model = model_class.from_pretrained(pretrained_weights)\n",
    "for (index,i) in enumerate(tqdm(sets)):\n",
    "    demo = test_data['sentences'][i:i+splits].apply(lambda w:' '.join([(WordNetLemmatizer().lemmatize(comp.sub(\"\",word.lower()))).strip() for word in str(w).split() if word not in (stop)]))\n",
    "    test_tokenized = demo.apply((lambda x: tokenizer.encode(x, add_special_tokens=True,max_length=77,truncation=True)))\n",
    "    test_max_len = 0\n",
    "    for j in test_tokenized.values:\n",
    "        if len(j) > test_max_len:\n",
    "            test_max_len = len(j)\n",
    "    test_padded = np.array([j + [0] * (test_max_len-len(j)) for j in test_tokenized.values]) #add 0 sufix\n",
    "    print(\"test set shape:\",test_padded.shape)\n",
    "\n",
    "    test_attention_mask = np.where(test_padded != 0, 1, 0)\n",
    "\n",
    "    test_input_ids = torch.tensor(test_padded).long()\n",
    "    test_attention_mask = torch.tensor(test_attention_mask).long()\n",
    "    with torch.no_grad():\n",
    "        test_last_hidden_states = model(test_input_ids, attention_mask=test_attention_mask)\n",
    "    print(test_last_hidden_states[0].size())\n",
    "    test_features = test_last_hidden_states[0][:,0,:].numpy()\n",
    "    y_pred = lr_clf.predict(test_features)\n",
    "    sents[index] = pd.DataFrame({'sentences': test_data['sentences'][i:i+splits],'polit':y_pred})\n",
    "    if index%50==0:\n",
    "        joblib.dump(sents,'../data/test/sents'+str(index)+'.data')\n",
    "\n",
    "sents\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.predictions.bias', 'cls.predictions.transform.dense.bias', 'cls.seq_relationship.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.decoder.weight', 'cls.seq_relationship.weight', 'cls.predictions.transform.LayerNorm.bias']\n",
      "- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test set shape: (82, 42)\n",
      "torch.Size([82, 42, 768])\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sentences</th>\n",
       "      <th>polit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>75000</th>\n",
       "      <td>“CLUMSY WORK” SHAPE moved in 1967 from Rocquen...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75001</th>\n",
       "      <td>To overcome SHAPE’s objections about the dista...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75002</th>\n",
       "      <td>Slideshow (4 Images) Retired German general Ha...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75003</th>\n",
       "      <td>But he said the redeployment of U.S. troops wi...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75004</th>\n",
       "      <td>“The costs will be higher than the military be...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75077</th>\n",
       "      <td>“What’s really driving the gold market is stim...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75078</th>\n",
       "      <td>It’s the eye candy that’s driving sentiment ri...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75079</th>\n",
       "      <td>With the EU recovery plan sealed, investors wi...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75080</th>\n",
       "      <td>Slideshow (2 Images) Advisers to President Don...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75081</th>\n",
       "      <td>Graphic: World stocks and oil vs COVID-19 - here</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               sentences  polit\n",
       "75000  “CLUMSY WORK” SHAPE moved in 1967 from Rocquen...      1\n",
       "75001  To overcome SHAPE’s objections about the dista...      2\n",
       "75002  Slideshow (4 Images) Retired German general Ha...      1\n",
       "75003  But he said the redeployment of U.S. troops wi...      2\n",
       "75004  “The costs will be higher than the military be...      2\n",
       "...                                                  ...    ...\n",
       "75077  “What’s really driving the gold market is stim...      2\n",
       "75078  It’s the eye candy that’s driving sentiment ri...      2\n",
       "75079  With the EU recovery plan sealed, investors wi...      2\n",
       "75080  Slideshow (2 Images) Advisers to President Don...      2\n",
       "75081   Graphic: World stocks and oil vs COVID-19 - here      1\n",
       "\n",
       "[82 rows x 2 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import joblib\n",
    "from nltk.stem.wordnet import WordNetLemmatizer\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import SnowballStemmer\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.svm import LinearSVC, SVC\n",
    "import torch\n",
    "import transformers as tfs\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "# test set\n",
    "test_data = pd.read_csv('../data/test/MBFC-sentences-Dataset.csv',encoding='utf-8')\n",
    "comp = re.compile('[^A-Z^a-z^0-9^ ]')\n",
    "lr_clf = joblib.load('../models/lr_clf.clf')\n",
    "model_class, tokenizer_class, pretrained_weights = (tfs.BertModel, tfs.BertTokenizer, 'bert-base-uncased')\n",
    "tokenizer = tokenizer_class.from_pretrained(pretrained_weights)\n",
    "model = model_class.from_pretrained(pretrained_weights)\n",
    "demo = test_data['sentences'][75000:75084].apply(lambda w:' '.join([(WordNetLemmatizer().lemmatize(comp.sub(\"\",word.lower()))).strip() for word in str(w).split() if word not in (stop)]))\n",
    "test_tokenized = demo.apply((lambda x: tokenizer.encode(x, add_special_tokens=True,max_length=77,truncation=True)))\n",
    "test_max_len = 0\n",
    "for j in test_tokenized.values:\n",
    "    if len(j) > test_max_len:\n",
    "        test_max_len = len(j)\n",
    "test_padded = np.array([j + [0] * (test_max_len-len(j)) for j in test_tokenized.values]) #add 0 sufix\n",
    "print(\"test set shape:\",test_padded.shape)\n",
    "test_attention_mask = np.where(test_padded != 0, 1, 0)\n",
    "test_input_ids = torch.tensor(test_padded).long()\n",
    "test_attention_mask = torch.tensor(test_attention_mask).long()\n",
    "with torch.no_grad():\n",
    "    test_last_hidden_states = model(test_input_ids, attention_mask=test_attention_mask)\n",
    "print(test_last_hidden_states[0].size())\n",
    "test_features = test_last_hidden_states[0][:,0,:].numpy()\n",
    "y_pred = lr_clf.predict(test_features)\n",
    "ddd = pd.DataFrame({'sentences': test_data['sentences'][75000:75084],'polit':y_pred})\n",
    "\n",
    "ddd\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                               Sentence  SUBJpolit\n",
      "0     miley and liam fighting false rumors swirl tha...          1\n",
      "1           are miley cyrus and liam hemsworth fighting          1\n",
      "2     a new report claims that cyrus and hemsworth h...          1\n",
      "3     according to the report cyrus 24 and hemsworth...          1\n",
      "4     but there has reportedly been tension between ...          1\n",
      "...                                                 ...        ...\n",
      "3296  host joyann reid brought up how rep duncan hun...          2\n",
      "3297  not honorable military veterans because an hon...          1\n",
      "3298                     that line has now been crossed          1\n",
      "3299                                   watch more above          1\n",
      "3300  show us how its done excia interrogator blasts...          2\n",
      "\n",
      "[3301 rows x 2 columns]\n",
      "                                               Sentence  SUBJpolit\n",
      "857   may   idrogo contacted pesina arranged pickup ...          1\n",
      "1580  we also know pew polling nearly twothirds repu...          2\n",
      "1570  examining special election least one democrat ...          2\n",
      "2330           biden sign cybersecurity executive order          2\n",
      "812                       previous time loudly reversed          1\n",
      "...                                                 ...        ...\n",
      "1338  confessed taken part abduction isah said yahay...          1\n",
      "2750  liberal seeking city hall top job lagging behi...          2\n",
      "2332  white house acknowledged need done prevent typ...          2\n",
      "1715  opposition adding slave state west largely cre...          2\n",
      "1734  change masking rule federal property likely co...          2\n",
      "\n",
      "[3105 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import joblib\n",
    "from nltk.stem.wordnet import WordNetLemmatizer\n",
    "import string\n",
    "df = pd.read_excel('../data/data.xlsx',engine='openpyxl')\n",
    "cols = [col for col in df if not col.startswith('Unnamed:')]\n",
    "df = df[cols]\n",
    "print(df)\n",
    "df.to_csv('../data/target_origin51.csv',index=None)\n",
    "# Load files in different encoding formats\n",
    "df_extra_1 = pd.read_csv('../data/extra1.csv',encoding='utf-8')\n",
    "df_extra_2 = pd.read_csv('../data/extra2.csv',encoding='utf-8')\n",
    "df_extra_3 = pd.read_csv('../data/extra3.csv',encoding='utf-8')\n",
    "df_extra_4 = pd.read_csv('../data/extra4.csv',encoding='utf-8')\n",
    "df_extra_5 = pd.read_csv('../data/extra5.csv',encoding='utf-8')\n",
    "# df_extra_6 = pd.read_csv('../data/extra6.csv',encoding='utf-8')\n",
    "# Remove extra spaces in the text\n",
    "df_obj = df_extra_4.select_dtypes(['object'])\n",
    "df_extra_4[df_obj.columns] = df_obj.apply(lambda x: x.str.strip())\n",
    "# define the stopwords\n",
    "stop = stopwords.words('english')\n",
    "# remove the empty data, without this step, we can't go on.\n",
    "df = df.dropna(subset=['Sentence'])\n",
    "# --- debug ----\n",
    "df['SUBJpolit'] = np.where((df['SUBJpolit'] == 3) | (df['SUBJpolit'] == 5), 2,1)\n",
    "res=pd.concat([df_extra_1,df_extra_2,df_extra_3,df_extra_4,df_extra_5],ignore_index=True,axis=0)\n",
    "res = res.drop(columns=['Unnamed: 2'])\n",
    "res.rename(columns={'polit':'SUBJpolit'},inplace = True)\n",
    "# --- save target_origin_sentence\n",
    "target_origin=pd.concat([res,df],ignore_index=True,axis=0)\n",
    "target_origin.to_csv('../data/target_origin571.csv',encoding='utf_8_sig',index=None)\n",
    "target_origin.to_csv('../data/target_origin.csv',index=None)\n",
    "# --- save target_without_stopwords ---\n",
    "target_without_stopwords = target_origin\n",
    "comp = re.compile('[^A-Z^a-z^0-9^ ]')\n",
    "pc = r\"\\d+\\.?\\d*\"\n",
    "regex = re.compile('[%s]' % re.escape(string.punctuation+'”“’�—…°'))\n",
    "\n",
    "\n",
    "t_set = target_without_stopwords[target_without_stopwords['SUBJpolit']==1]\n",
    "f_set = target_without_stopwords[target_without_stopwords['SUBJpolit']==2]\n",
    "b_t_set = target_without_stopwords[target_without_stopwords['SUBJpolit']==1].iloc[0:int(len(t_set)*0.49)]\n",
    "\n",
    "b_set = pd.concat( [b_t_set,f_set], axis=0,ignore_index=True)\n",
    "b_set = b_set.sample(frac = 1)\n",
    "b_set['Sentence'] = b_set['Sentence'].apply(lambda w:' '.join([WordNetLemmatizer().lemmatize(regex.sub('', re.sub(pc,'',comp.sub('',word.lower())))).strip() for word in str(w).split() if word not in (stop)]))\n",
    "\n",
    "\n",
    "print(b_set)\n",
    "# # add more data from tanbih\n",
    "# b_set.drop(b_set.index, inplace=True)\n",
    "\n",
    "# # clear b_set\n",
    "# myclient = pymongo.MongoClient(\"mongodb://192.168.0.217:27017/\")\n",
    "# mydb = myclient[\"news\"]\n",
    "# mycol = mydb[\"political\"]\n",
    "# left_query = { \"nutrition.political_bias.subfeatures.value\": 0}\n",
    "# right_query = { \"nutrition.political_bias.subfeatures.value\": 4}\n",
    "\n",
    "\n",
    "# lr = mycol.find(left_query).limit(1000)\n",
    "# rr = mycol.find(right_query).limit(1000)\n",
    "# left_data = pd.DataFrame(columns=['Sentence'],data=[i['article']['text'] for i in list(lr)] )\n",
    "# right_data = pd.DataFrame(columns=['Sentence'],data=[i['article']['text'] for i in list(rr)] )\n",
    "# left_data['polit'] = 1\n",
    "# right_data['polit'] = 2\n",
    "# bb = pd.concat( [left_data,right_data], axis=0,ignore_index=True)\n",
    "\n",
    "# for (index,item) in enumerate(tqdm(bb['Sentence'])):\n",
    "#     tmp = pd.DataFrame(columns=['Sentence','SUBJpolit'],data=[(x.strip() ,bb['polit'][index]) for x in item.split('.') if len(x.strip())>30 and len(x)<150] )\n",
    "#     b_set = pd.concat([b_set,tmp], axis=0,ignore_index=True)\n",
    "    \n",
    "# b_set.to_csv('../data/sentence_set.csv',index=None)\n",
    "# b_set['Sentence'] = b_set['Sentence'].apply(lambda w:' '.join([comp.sub(\"\",word) for word in str(w).split() if word not in (stop)]))\n",
    "# b_set = b_set.sample(frac = 1)\n",
    "# b_set.to_csv('../data/target_without_stopwords.csv',index=None)\n",
    "\n",
    "# # print('none bias numbers: %s' % len(t_set))\n",
    "# # print('bias numbers: %s' % len(f_set))\n",
    "# # print('balanced none bias numbers: %s' % len(b_t_set))\n",
    "\n",
    "# # joblib.dump(b_set,'../models/826_b_set.data')\n",
    "\n",
    "# b_set = pd.DataFrame(columns=['Sentence','SUBJpolit'],data=[(item ,b_set[b_set['Sentence'] == item]['SUBJpolit'].values[0]) for item in b_set['Sentence'] if (len(item.split(' '))>15 & len(item.split(' '))<20)] )\n",
    "# b_set\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.predictions.transform.dense.weight', 'cls.seq_relationship.bias', 'cls.predictions.transform.LayerNorm.bias', 'cls.seq_relationship.weight', 'cls.predictions.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.decoder.weight', 'cls.predictions.transform.dense.bias']\n",
      "- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
     ]
    }
   ],
   "source": [
    "# read model from lib\n",
    "model_class, tokenizer_class, pretrained_weights = (tfs.BertModel, tfs.BertTokenizer, 'bert-base-uncased')\n",
    "tokenizer = tokenizer_class.from_pretrained(pretrained_weights)\n",
    "model = model_class.from_pretrained(pretrained_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train set shape: (3105, 2)\n",
      "2    1571\n",
      "1    1534\n",
      "Name: SUBJpolit, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"Train set shape:\", b_set.shape)\n",
    "print(b_set['SUBJpolit'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Means to add [CLS] and [SEP] symbols at the beginning and end of the sentence\n",
    "train_tokenized = b_set['Sentence'].apply((lambda x: tokenizer.encode(x, add_special_tokens=True,max_length=1024,truncation=True)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1426    [101, 13433, 8737, 8780, 2409, 3634, 5935, 253...\n",
      "1996    [101, 1999, 8040, 22314, 3661, 2741, 11729, 98...\n",
      "67      [101, 3041, 2154, 10556, 13639, 6182, 2319, 28...\n",
      "1361                  [101, 2157, 3239, 13408, 3844, 102]\n",
      "3031             [101, 2265, 3778, 2551, 2505, 2689, 102]\n",
      "                              ...                        \n",
      "1774    [101, 2077, 10622, 3519, 10169, 9573, 2098, 41...\n",
      "166     [101, 3848, 10272, 3511, 2633, 4769, 4366, 201...\n",
      "728        [101, 4593, 2081, 6707, 3331, 3784, 4335, 102]\n",
      "1362    [101, 2481, 2102, 2130, 2330, 2812, 6752, 4079...\n",
      "1094    [101, 2362, 3819, 3232, 2648, 7564, 2784, 2601...\n",
      "Name: Sentence, Length: 3105, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(train_tokenized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train set shape: (3105, 62)\n"
     ]
    }
   ],
   "source": [
    "#process the sentences into the same length\n",
    "train_max_len = 0\n",
    "for i in train_tokenized.values:\n",
    "    if len(i) > train_max_len:\n",
    "        train_max_len = len(i)\n",
    "train_padded = np.array([i + [0] * (train_max_len-len(i)) for i in train_tokenized.values]) #add 0 sufix\n",
    "print(\"train set shape:\",train_padded.shape)\n",
    "\n",
    "#output：train set shape: (3000, 66)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "#let the model know which words are not to be processed \"the [PAD] symbol\"\n",
    "train_attention_mask = np.where(train_padded != 0, 1, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3105, 62, 768])\n"
     ]
    }
   ],
   "source": [
    "#in order to improve the training speed, add a series of [PAD] symbols at the end of short sentences:\n",
    "train_input_ids = torch.tensor(train_padded).long()\n",
    "train_attention_mask = torch.tensor(train_attention_mask).long()\n",
    "with torch.no_grad():\n",
    "    train_last_hidden_states = model(train_input_ids, attention_mask=train_attention_mask)\n",
    "print(train_last_hidden_states[0].size())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../models/bmodel.b']"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joblib.dump(model,'../models/bmodel.b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2115    2\n",
      "1392    1\n",
      "331     1\n",
      "577     1\n",
      "1638    2\n",
      "       ..\n",
      "2217    2\n",
      "817     1\n",
      "1865    2\n",
      "1776    2\n",
      "908     1\n",
      "Name: SUBJpolit, Length: 777, dtype: int32\n",
      "[2 1 1 1 2 2 1 1 2 1 1 2 2 1 1 2 1 1 2 2 1 1 1 1 1 2 2 2 2 2 2 1 2 1 1 1 2\n",
      " 1 1 2 1 2 1 2 1 2 1 2 1 1 2 1 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 2 1 1 2 2 2\n",
      " 1 2 1 2 1 2 1 2 1 1 1 2 2 2 1 2 2 2 1 1 1 2 1 2 1 2 1 1 2 2 1 1 1 2 2 2 1\n",
      " 2 2 1 2 1 2 2 1 1 2 2 2 1 1 2 2 1 1 1 2 1 2 2 2 1 2 2 1 2 1 1 1 2 1 2 1 1\n",
      " 2 1 2 1 2 2 2 1 2 1 2 2 1 2 2 2 1 1 1 1 2 1 2 1 1 1 2 1 2 2 2 1 2 1 2 2 1\n",
      " 2 2 2 2 1 1 1 2 1 2 1 1 1 2 1 1 1 1 2 2 1 1 2 1 2 1 1 1 2 1 1 2 1 1 1 2 2\n",
      " 2 1 2 2 2 1 2 2 1 1 2 2 1 2 1 2 2 2 1 2 1 1 2 2 2 2 1 2 1 1 2 2 2 1 1 1 2\n",
      " 1 1 1 1 1 2 1 1 2 1 2 1 2 2 2 2 1 1 2 2 2 1 2 2 2 2 1 1 1 1 1 2 1 1 1 1 2\n",
      " 2 1 1 2 2 2 1 1 2 1 1 1 1 1 2 2 1 1 2 2 1 2 2 2 1 1 2 1 1 2 1 1 2 1 1 1 2\n",
      " 2 2 2 2 2 1 2 2 2 2 2 1 1 2 2 2 2 1 1 1 2 1 2 1 2 2 1 1 1 1 2 1 2 1 2 2 2\n",
      " 1 2 1 1 1 1 1 1 2 2 1 2 1 2 1 1 1 2 2 1 2 1 1 1 1 2 2 2 1 2 2 2 1 2 2 1 2\n",
      " 1 2 2 2 1 2 2 2 2 1 2 1 1 2 1 2 2 2 2 2 2 1 1 2 2 1 1 2 2 2 2 1 2 1 2 2 2\n",
      " 1 1 2 2 2 1 1 1 1 2 2 2 2 2 1 1 2 2 2 1 1 2 1 1 1 2 2 2 1 1 2 1 1 1 1 2 2\n",
      " 1 2 2 2 1 2 2 2 2 2 2 1 2 2 2 2 1 1 1 1 1 2 1 2 2 2 1 1 1 1 2 1 2 2 2 1 2\n",
      " 1 2 1 1 2 1 1 2 2 2 2 2 1 1 1 2 2 1 2 1 1 1 2 2 1 2 1 2 2 2 1 2 2 1 2 2 2\n",
      " 2 2 1 1 1 2 1 1 1 2 1 1 2 2 1 1 2 2 1 1 2 1 2 1 2 2 1 2 2 1 2 1 2 2 1 1 1\n",
      " 1 2 2 1 1 2 1 2 1 1 1 2 1 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 1 1 2 1 2 1 2 1\n",
      " 1 2 1 2 1 2 2 1 1 2 1 2 2 1 2 1 2 1 2 1 1 1 2 1 1 1 2 1 1 1 2 1 1 1 1 2 2\n",
      " 2 1 2 1 2 1 2 1 1 2 1 2 2 1 2 1 1 1 1 1 2 2 1 2 1 1 2 2 1 2 2 1 2 2 2 1 2\n",
      " 1 1 2 1 1 1 2 2 1 1 1 2 2 2 2 1 2 2 1 1 1 1 2 2 2 2 1 2 1 2 2 2 1 1 1 2 1\n",
      " 1 2 1 1 2 2 1 1 1 1 1 2 1 1 1 2 2 2 2 1 2 2 1 2 1 1 2 2 1 2 1 2 2 1 2 2 1]\n",
      "0.8584298584298584\n",
      "0.8571428571428571\n",
      "0.8525469168900803\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['../models/lr_clf.clf']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import precision_score,accuracy_score,recall_score,f1_score\n",
    "from sklearn.metrics import confusion_matrix\n",
    "training_accuracy = []\n",
    "test_accuracy = []\n",
    "test_pr = []\n",
    "test_accuracy = []\n",
    "test_precision = []\n",
    "test_recall = []\n",
    "test_f1 = []\n",
    "train_features = train_last_hidden_states[0][:,0,:].numpy()\n",
    "train_labels = b_set['SUBJpolit']\n",
    "ac6=[]\n",
    "ac7=[]\n",
    "ac8=[]\n",
    "acs = []\n",
    "test_accuracy = []\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(train_features, train_labels.astype('int'), random_state=1)\n",
    "lr_clf = LogisticRegression()\n",
    "lr_clf.fit(X_train,Y_train)\n",
    "#     y_pred= lr_clf.predict(X_test)\n",
    "y_pred = lr_clf.predict_proba(X_test)\n",
    "y_pred = y_pred[:, 1]\n",
    "y = (y_pred > 0.5).astype('int')+1\n",
    "print(Y_test)\n",
    "print(y)\n",
    "print(accuracy_score(Y_test, y))\n",
    "print(recall_score(Y_test, y))\n",
    "print(f1_score(Y_test, y))\n",
    "joblib.dump(lr_clf,'../models/lr_clf.clf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0:                                              sentences  polit\n",
       " 0    Jamaal Bowman, a progressive insurgent, has sc...      2\n",
       " 1    Mr. Bowman, a middle school principal from Yon...      2\n",
       " 2    The victory came with the help of an array of ...      2\n",
       " 3    As a first-time candidate with a fiery anti-es...      2\n",
       " 4    The start of the high school sports season in ...      2\n",
       " ..                                                 ...    ...\n",
       " 995  The news and stories that matter, delivered we...      2\n",
       " 996  A Florida couple on Key West that tested posit...      2\n",
       " 997  Neighbors videotaped Jose Antonio Freire Inter...      1\n",
       " 998  “There were complaints from the neighborhood o...      1\n",
       " 999  “An officer took the video to the judge and th...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 1:                                               sentences  polit\n",
       " 1000  Interian, 24, and Gonzalez, 27, appear to be a...      2\n",
       " 1001  “As far as I know, these are the first arrests...      2\n",
       " 1002                      Let our news meet your inbox.      2\n",
       " 1003  The news and stories that matters, delivered w...      2\n",
       " 1004  This site is protected by recaptcha Word of th...      2\n",
       " ...                                                 ...    ...\n",
       " 1995  The Bronco Sport is a smaller, versatile SUV t...      2\n",
       " 1996  If the new Bronco family becomes successful, i...      2\n",
       " 1997  The Ford Bronco returns Ford has been stoking ...      1\n",
       " 1998  In 2018, Ford announced that it would disconti...      1\n",
       " 1999  Those models were losing money, and the goal w...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 2:                                               sentences  polit\n",
       " 2000  Those segments are all profitable today and ha...      2\n",
       " 2001  To support this strategic shift, Ford's 2018 f...      2\n",
       " 2002  The 2021 Ford Bronco is an important piece of ...      2\n",
       " 2003  In a presentation last year, Ford said that di...      2\n",
       " 2004  The new Bronco will hit dealer lots next sprin...      2\n",
       " ...                                                 ...    ...\n",
       " 2995        Muppets Now is something new and very 2020.      2\n",
       " 2996  But the franchise’s rainbow connections very c...      2\n",
       " 2997  “People are not only consuming more because th...      1\n",
       " 2998  General Motors Co. shares GM, -2.24% rose 3.8%...      1\n",
       " 2999  The company said it had a net loss of $758 mil...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 3:                                               sentences  polit\n",
       " 3000  The company's adjusted per-share loss was 50 c...      2\n",
       " 3001  Sales fell 53% to $16.8 billion, but were ahea...      2\n",
       " 3002  Clearly, the second quarter was a challenge, b...      2\n",
       " 3003  \"These results illustrate the resiliency and e...      2\n",
       " 3004  To combat the effects of the pandemic, the com...      2\n",
       " ...                                                 ...    ...\n",
       " 3995  The early-entry deadline made the debate among...      2\n",
       " 3996  Baylor got a huge boost with the return of Jar...      2\n",
       " 3997  Gonzaga lost Petrusev, but Corey Kispert and J...      1\n",
       " 3998  Villanova lost Saddiq Bey earlier in the sprin...      1\n",
       " 3999  All three teams have legitimate cases to be pr...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 4:                                               sentences  polit\n",
       " 4000  No. 1, and I'll have to sift through it all be...      2\n",
       " 4001  For most of the spring and summer, Chris Smith...      2\n",
       " 4002  Even in the days before the deadline, there wa...      2\n",
       " 4003  On Monday, though, Smith decided to head back ...      2\n",
       " 4004  Mick Cronin has all five starters back from a ...      2\n",
       " ...                                                 ...    ...\n",
       " 4995           “The whole city was behind me,” he said.      2\n",
       " 4996  14 people shot outside Chicago funeral: Police...      2\n",
       " 4997  At least 14 people were shot outside a Chicago...      1\n",
       " 4998  An unknown number of people inside a vehicle s...      1\n",
       " 4999  The individuals on the street then exchanged g...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 5:                                               sentences  polit\n",
       " 5000  Police said the suspects' car crashed and they...      2\n",
       " 5001  The shooting took place around 6:30 p.m. local...      2\n",
       " 5002  There were 60 shell casings found at the scene...      2\n",
       " 5003  He also said the motive of the shooting is unk...      2\n",
       " 5004  Chicago Fire officials, according to ABC Chica...      2\n",
       " ...                                                 ...    ...\n",
       " 5995  Devindra Hardawar took this top-of-the-line $3...      2\n",
       " 5996  Unsurprisingly, it can handle pretty much any ...      2\n",
       " 5997  you’d like to see on a large 4K screen, and it...      1\n",
       " 5998                                  Continue reading.      1\n",
       " 5999       Space Force official logo and motto unveiled      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 6:                                               sentences  polit\n",
       " 6000                            Yes, it looks familiar.      2\n",
       " 6001  Space Force No, it’s not Star Trek or Pontiac,...      2\n",
       " 6002                                  Continue reading.      2\n",
       " 6003  AT&T is telling customers they need new phones...      2\n",
       " 6004                                               AT&T      2\n",
       " ...                                                 ...    ...\n",
       " 6995  I had a bad at-bat against him in the first game.      2\n",
       " 6996                 I didn’t see the ball really well.      2\n",
       " 6997  “So coming out again, I was glad I was able to...      1\n",
       " 6998  The competitive nature in me wasn’t going to l...      1\n",
       " 6999        The doubleheader helped awaken the offense.      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 7:                                               sentences  polit\n",
       " 7000  Or perhaps it was Monday’s postponement that l...      2\n",
       " 7001  Carlos Santana entered Tuesday hitless in eigh...      2\n",
       " 7002  He went 2-for-2 in Game 1 and added two more h...      2\n",
       " 7003  Lindor went 2-for-14 in the season-opening ser...      2\n",
       " 7004  Tuesday he went 2-for-3 in the opener with his...      2\n",
       " ...                                                 ...    ...\n",
       " 7995        Many of them didn't and some of them did. …      2\n",
       " 7996                           But the governors do it.      2\n",
       " 7997          We gave them massive amounts of material.      1\n",
       " 7998  On the seriousness of the virus (8:35): Swan: ...      1\n",
       " 7999  Whether in a week or two, you won't say, 'Righ...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 8:                                               sentences  polit\n",
       " 8000                   We can't do this stuff anymore.'      2\n",
       " 8001  That you'll get bored of talking about the vir...      2\n",
       " 8002                                             Trump:      2\n",
       " 8003                             No, I never get bored.      2\n",
       " 8004           I never get bored of talking about this.      2\n",
       " ...                                                 ...    ...\n",
       " 8995  In the event of a positive test, the NFL has c...      2\n",
       " 8996  If there is a fear of in-game exposure, the NF...      2\n",
       " 8997  Anyone who engages in team activities will be ...      1\n",
       " 8998                                                 8.      1\n",
       " 8999  Protocols will be enforced by unannounced insp...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 9:                                               sentences  polit\n",
       " 9000                                                 9.      2\n",
       " 9001  Early training camp practices will look differ...      2\n",
       " 9002  Because the entire offseason program was condu...      2\n",
       " 9003  It will begin with two days designated for med...      2\n",
       " 9004                                                10.      2\n",
       " ...                                                 ...    ...\n",
       " 9995  What we're reading: Ohio Gov. Mike DeWine test...      2\n",
       " 9996  That underscores how not all tests work the sa...      2\n",
       " 9997  Even the same test taken twice can show contra...      1\n",
       " 9998  Here's answers to common questions on the subj...      1\n",
       " 9999  Our live blog is being updated throughout the ...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 10:                                                sentences  polit\n",
       " 10000  Refresh for the latest news, and get updates i...      2\n",
       " 10001  Feds earmark almost $12M to develop virus vacc...      2\n",
       " 10002  The largest sums have gone to pharmaceutical g...      2\n",
       " 10003  To save time, the companies have been running ...      2\n",
       " 10004  Moderna, for instance, hasn't yet published it...      2\n",
       " ...                                                  ...    ...\n",
       " 10995  That's the only way we're really going to have...      2\n",
       " 10996  Otherwise, we're going to have flare ups, lock...      2\n",
       " 10997                                    JOHN DICKERSON:      1\n",
       " 10998  There's no interest in the president- the pres...      1\n",
       " 10999      In fact, he's pushing in the other direction.      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 11:                                                sentences  polit\n",
       " 11000  So if that's not going to happen, does that hu...      2\n",
       " 11001  And are there losses that you can't recoup in ...      2\n",
       " 11002                                          KASHKARI:      2\n",
       " 11003                                          For sure.      2\n",
       " 11004  I mean, if we were to lock down really hard, I...      2\n",
       " ...                                                  ...    ...\n",
       " 11995  While Italy appears to have tamed the virus, t...      2\n",
       " 11996  Lopez Obrador said he was briefed on the pande...      2\n",
       " 11997                     \"The report is positive, good.      1\n",
       " 11998  The conclusion is that the pandemic is going d...      1\n",
       " 11999  Lopez Obrador also backed Hugo Lopez-Gatell, M...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 12:                                                sentences  polit\n",
       " 12000  Lopez-Gatell has kept revising his projections...      2\n",
       " 12001              In early May, the estimate was 6,000.      2\n",
       " 12002  The coronavirus death toll per million residen...      2\n",
       " 12003  But Mexican officials say the true toll is lik...      2\n",
       " 12004  A Reuters analysis of funeral-home data in May...      2\n",
       " ...                                                  ...    ...\n",
       " 12995  On a trip to London we scrimped hard for, I sw...      2\n",
       " 12996                         (\"All the way from London?      2\n",
       " 12997                                            Damn!\")      1\n",
       " 12998  I've seen the show live twice, pored over crea...      1\n",
       " 12999  Ron Chernow's Hamilton biography that inspired...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 13:                                                sentences  polit\n",
       " 13000  (\"Ev'ryone give it up for America's favorite f...      2\n",
       " 13001  And now the much-anticipated hip-hop musical i...      2\n",
       " 13002  So whether you're coming to the room where it ...      2\n",
       " 13003                               (Spoilers ahead.) 1.      2\n",
       " 13004  Keep an eye on the bullet There's a semi-secre...      2\n",
       " ...                                                  ...    ...\n",
       " 13995  \" With a death count far beyond anything anyon...      2\n",
       " 13996  \"We actually agreed as a staff, if we were com...      2\n",
       " 13997  So, we would take turns spending time with the...      1\n",
       " 13998  A medical team from the US Air Force was sent ...      1\n",
       " 13999  California was moving in the right direction T...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 14:                                                sentences  polit\n",
       " 14000  California appeared to be moving in the right ...      2\n",
       " 14001  It was the first state to impose a stay-at-hom...      2\n",
       " 14002  Less than two months later, on May 8, the numb...      2\n",
       " 14003  California Gov. Gavin Newsom told his citizens...      2\n",
       " 14004                                                  \"      2\n",
       " ...                                                  ...    ...\n",
       " 14995  It was slated for theaters before the pandemic...      2\n",
       " 14996  Having to pony up for a ticket to An American ...      2\n",
       " 14997  When it works, which it does most of all in it...      1\n",
       " 14998  Ben has a roomy apartment, an Amazon Alexa, a ...      1\n",
       " 14999  His main passion is his app, which scans produ...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 15:                                                sentences  polit\n",
       " 15000  Selling the project will hopefully make him mo...      2\n",
       " 15001  Herschel, with his unswerving faith, his deep ...      2\n",
       " 15002                              “You were raised Jew!      2\n",
       " 15003                            Are you not still Jew?”      2\n",
       " 15004  Herschel demands, aghast, when he discovers th...      2\n",
       " ...                                                  ...    ...\n",
       " 15995  A total of about 8.3 million square feet of of...      2\n",
       " 15996  Over 70% of that space was taken during the fi...      2\n",
       " 15997  The lethargic pace of leasing has raised an un...      1\n",
       " 15998  Facebook itself appeared to add credence to th...      1\n",
       " 15999  That disclosure had suggested the social-media...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 16:                                                sentences  polit\n",
       " 16000  The lease at the Farley Building shows that wh...      2\n",
       " 16001  \"It reaffirms the intellectual capital that Ne...      2\n",
       " 16002  \"This is just another commitment from the tech...      2\n",
       " 16003  Other major technology firms have committed to...      2\n",
       " 16004  The video sharing service TikTok recently sign...      2\n",
       " ...                                                  ...    ...\n",
       " 16995  Kenadi is the only one in her home who doesn’t...      2\n",
       " 16996  It prevents her parents from driving her to au...      2\n",
       " 16997                “We either take the bus or we walk.      1\n",
       " 16998  And if it’s a show that’s farther away than th...      1\n",
       " 16999  “Friends and family have been supportive to co...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 17:                                                sentences  polit\n",
       " 17000     So yeah, we’ve been really blessed with that.”      2\n",
       " 17001  Earlier this year, Kenadi’s grandmother — who ...      2\n",
       " 17002  When they arrived, they learned the concert ha...      2\n",
       " 17003  Standing outside the arena, the three sisters ...      2\n",
       " 17004  They decided to have their own fun, putting on...      2\n",
       " ...                                                  ...    ...\n",
       " 17995  You have the ‘Heads of State,’ like Nicki Mina...      2\n",
       " 17996  Nicki could be effective in so many other cons...      2\n",
       " 17997  A lot of music today is very unfortunate and d...      1\n",
       " 17998  The controversy began when Green (seen in 2006...      1\n",
       " 17999  I get it, the independent woman and being in c...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 18:                                                sentences  polit\n",
       " 18000        I get it all, [but] it comes at what cost?'      2\n",
       " 18001  CeeLo released a social media statement on Wed...      2\n",
       " 18002  He wrote: 'I know most of them personally and ...      2\n",
       " 18003  Therefore, I would never disrespect them by an...      2\n",
       " 18004  I acknowledge them all as powerful, beautiful ...      2\n",
       " ...                                                  ...    ...\n",
       " 18995  She previously represented the NFL in a lawsui...      2\n",
       " 18996  Former Washington cornerback Josh Norman (righ...      2\n",
       " 18997  The warped and toxic culture of the Washington...      1\n",
       " 18998  Again,' wrote CBS' Jason La Canfora, a nationa...      1\n",
       " 18999  On Thursday, ESPN reported that the Washington...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 19:                                                sentences  polit\n",
       " 19000  Speculation of the report left team officials ...      2\n",
       " 19001  Then Norman chimed in, tweeting that he wouldn...      2\n",
       " 19002  I will say this, what goes around comes around...      2\n",
       " 19003  What's done in the dark will surly (sic) come ...      2\n",
       " 19004  God seems to always have away of reposition hi...      2\n",
       " ...                                                  ...    ...\n",
       " 19995                                              Lol.'      2\n",
       " 19996  And in response to a graphic of Donald Trump w...      2\n",
       " 19997                                   Do these people.      1\n",
       " 19998                                           Pretend.      1\n",
       " 19999                                         He wasn’t.      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 20:                                                sentences  polit\n",
       " 20000                                      Best friends.      2\n",
       " 20001                                      With Epstein.      2\n",
       " 20002  If you’re gonna take “them” down, why not him ...      2\n",
       " 20003                                               Why.      2\n",
       " 20004                                          Are they.      2\n",
       " ...                                                  ...    ...\n",
       " 20995  Voter rolls are notoriously full of bad addres...      2\n",
       " 20996  Universal mail-in voting invites chaos and sev...      2\n",
       " 20997  Attorney General Bill Barr was asked at a Tues...      1\n",
       " 20998  Actually I haven't looked into that question u...      1\n",
       " 20999  I've never been asked the question before, I'v...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 21:                                                sentences  polit\n",
       " 21000  Barr also said he had 'no reason to think' tha...      2\n",
       " 21001  The date of general election is statutorily se...      2\n",
       " 21002       Only new legislation could change that date.      2\n",
       " 21003  Additionally, Article II of the Constitution d...      2\n",
       " 21004  But Trump's tweet could stoke fears already pr...      2\n",
       " ...                                                  ...    ...\n",
       " 21995  Tuesday's new cases are all linked to one fami...      2\n",
       " 21996  Contact tracers are working to identify the so...      2\n",
       " 21997  The nation had been the envy of the world for ...      1\n",
       " 21998  New Zealanders had been enjoying the return of...      1\n",
       " 21999  On Tuesday night, they were told those freedom...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 22:                                                sentences  polit\n",
       " 22000  Police are at New Lynn Countdown after people ...      2\n",
       " 22001   That woman is saying she needs food for her kid.      2\n",
       " 22002                            This ain’t it Auckland.      2\n",
       " 22003  pic.twitter.com/PDf1Oe26Mx — Matt Manukia (@Ma...      2\n",
       " 22004  Ms Ardern promised travellers in the city woul...      2\n",
       " ...                                                  ...    ...\n",
       " 22995  Just all voice work 'I think probably five, te...      2\n",
       " 22996  If people want to be together and love each ot...      2\n",
       " 22997  And you have to kind of have faith in that on ...      1\n",
       " 22998  In his book Colin writes about his first impre...      1\n",
       " 22999  Open book: In his book Colin writes about his ...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 23:                                                sentences  polit\n",
       " 23000  and I was 23, but in terms of status and matur...      2\n",
       " 23001                             She has just turned 20      2\n",
       " 23002  and I was 23, but in terms of status and matur...      2\n",
       " 23003  She claims that she remembers thinking I was \"...      2\n",
       " 23004              (\"Shaggy\" would have been generous. \"      2\n",
       " ...                                                  ...    ...\n",
       " 23995                                    Waldo Fernandez      2\n",
       " 23996  Facebook co-founder and CEO Mark Zuckerberg de...      2\n",
       " 23997  He had been asked about the scandal by Judicia...      1\n",
       " 23998  Congressman, no I did not and we regret that m...      1\n",
       " 23999  Facebook CEO Mark Zuckerberg denied that he kn...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 24:                                                sentences  polit\n",
       " 24000  What do you have to say to the journalists who...      2\n",
       " 24001  Zuckerberg didn't, instead replying, 'Congress...      2\n",
       " 24002  Zuckerberg didn't finish his statement as Nadl...      2\n",
       " 24003  In October 2018, advertisers filed a complaint...      2\n",
       " 24004  The filing, according to reporting from The Wa...      2\n",
       " ...                                                  ...    ...\n",
       " 24995  Later that year, Trump raised it again - this ...      2\n",
       " 24996  'I'd ask whether or not you think I will somed...      2\n",
       " 24997                             So I won't say it, OK?      1\n",
       " 24998                                   I won't say it.'      1\n",
       " 24999  Maureen McGee-Ballinger, public information of...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 25:                                                sentences  polit\n",
       " 25000  For years, people have suggested Franklin Roos...      2\n",
       " 25001    A website has been set up advocating for Obama.      2\n",
       " 25002          McGee-Ballinger said it was impossible. '      2\n",
       " 25003  There is no more carvable space up on the scul...      2\n",
       " 25004  Trump watches as jets perform a fly over to ce...      2\n",
       " ...                                                  ...    ...\n",
       " 25995  United host West Ham on Wednesday evening at O...      2\n",
       " 25996                                                and      2\n",
       " 25997  will move into the Premier League top four if ...      1\n",
       " 25998  Rashford called on United to put their woes be...      1\n",
       " 25999  If Rashford and United do not secure a top-fou...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 26:                                                sentences  polit\n",
       " 26000  They host Austrian minnows LASK in the last-16...      2\n",
       " 26001  Clare Crawley may have exited season 16 of The...      2\n",
       " 26002  The 39-year-old left the series because she ha...      2\n",
       " 26003  There’s more to the story than just Clare fall...      2\n",
       " 26004  One of her potential guys found a way to get i...      2\n",
       " ...                                                  ...    ...\n",
       " 26995  It is so mild that half of infected people are...      2\n",
       " 26996  We are the only country in the world, this is ...      2\n",
       " 26997  I mean, I get thousands of e-mails a week from...      1\n",
       " 26998  In May, Atlas disagreed with a model projectin...      1\n",
       " 26999  The U.S. exceeded that total, and as of August...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 27:                                                sentences  polit\n",
       " 27000  White House press secretary Kayleigh McEnany h...      2\n",
       " 27001  In an April op-ed in The Hill, Atlas warned ag...      2\n",
       " 27002  The U.S. did impose lockdowns, but in a disjoi...      2\n",
       " 27003  The U.S. has more than 5 million, about a quar...      2\n",
       " 27004  It is so mild that half of infected people are...      2\n",
       " ...                                                  ...    ...\n",
       " 27995  The heartwarming post was immediately greeted ...      2\n",
       " 27996  Christina's husband, reporter Paul Costabile, ...      2\n",
       " 27997  He also took to Instagram where he shared a so...      1\n",
       " 27998                         Our little fam is growing.      1\n",
       " 27999               New bambino/bambina coming January.'      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 28:                                                sentences  polit\n",
       " 28000  Good news: The Jar Of Hearts hitmaker, 33, rev...      2\n",
       " 28001                         Our little fam is growing.      2\n",
       " 28002                New bambino/bambina coming January'      2\n",
       " 28003  In January, Christina announced that she had d...      2\n",
       " 28004  Despite being 'shocked' and 'completely heartb...      2\n",
       " ...                                                  ...    ...\n",
       " 28995  When all this is said and done and the show is...      2\n",
       " 28996  And nothing's right or wrong, but we just had ...      2\n",
       " 28997  It was a brutal breakup because I did fall in ...      1\n",
       " 28998             I was broken over it for a long time.'      1\n",
       " 28999  When asked if he'd do another season of the sh...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 29:                                                sentences  polit\n",
       " 29000                     I will not do it a third time.      2\n",
       " 29001                                    I promise you.'      2\n",
       " 29002  The Texas-born entrepreneur is currently singl...      2\n",
       " 29003  Tyra Banks was just named the new host of Danc...      2\n",
       " 29004  And the model/TV personality looked like she w...      2\n",
       " ...                                                  ...    ...\n",
       " 29995  Sealing the deal: Last year the two made waves...      2\n",
       " 29996  I've mellowed, I became an elder statesman of ...      2\n",
       " 29997                       Look at me, I'm so relaxed!'      1\n",
       " 29998  Stern's comments come amid news that the Ellen...      1\n",
       " 29999  According to The Wrap, the daytime talk show o...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 30:                                                sentences  polit\n",
       " 30000  Viewership for Ellen appears to have been hit ...      2\n",
       " 30001  Shocking: Stern's comments come amid news that...      2\n",
       " 30002  Ellen's show has seen more significant decline...      2\n",
       " 30003  Dr. Oz was also down 22 percent, and The Real ...      2\n",
       " 30004  In July, staff on the syndicated daytime talk ...      2\n",
       " ...                                                  ...    ...\n",
       " 30995    But they haven't been the face of the epidemic.      2\n",
       " 30996  They are trained to communicate and not try to...      2\n",
       " 30997  They have basically been muzzled since the beg...      1\n",
       " 30998  We called the CDC, but they told us we had to ...      1\n",
       " 30999  Now they say, \"Look, we're doing a great job o...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 31:                                                sentences  polit\n",
       " 31000  \" Even the simplest things, which would greatl...      2\n",
       " 31001                   and so they are not interested.'      2\n",
       " 31002  Gates continued to say that 'the White House d...      2\n",
       " 31003  There was a window where they were engaged, bu...      2\n",
       " 31004  So the variance between the US and other count...      2\n",
       " ...                                                  ...    ...\n",
       " 31995  When the contestants were first announced, fan...      2\n",
       " 31996  However, a new cast of suitors was revealed cl...      2\n",
       " 31997  When the postponement was announced, the forme...      1\n",
       " 31998                        Obviously [I Googled them].      1\n",
       " 31999           What woman wouldn’t, are you kidding me?      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 32:                                                sentences  polit\n",
       " 32000  ,' she joked on the Bachelor Happy Hour podcas...      2\n",
       " 32001                                   I will say this.      2\n",
       " 32002                         At first, I really didn’t.      2\n",
       " 32003  I really did not and it was because, I don’t k...      2\n",
       " 32004  I just kind of felt like I want to get to know...      2\n",
       " ...                                                  ...    ...\n",
       " 32995  Pictured, leaving from Victoria Harbour to boa...      2\n",
       " 32996  George held onto his father's hand on Christma...      2\n",
       " 32997  Pictured at Englefield on December 25, 2016 Ru...      1\n",
       " 32998  As an active young boy, the prince is often ph...      1\n",
       " 32999  The Cambridge's oldest children George and Cha...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 33:                                                sentences  polit\n",
       " 33000  The young Prince was pictured playing tricks b...      2\n",
       " 33001  The birthday boy couldn't contain his exciteme...      2\n",
       " 33002  In the official Christmas card from the Cambri...      2\n",
       " 33003  Prince George helped his father mind a fire in...      2\n",
       " 33004  Dr Dre has responded to wife Nicole Young's pe...      2\n",
       " ...                                                  ...    ...\n",
       " 33995  Prince Harry was the first to say 'I love you'...      2\n",
       " 33996  They are pictured in March this year One trust...      2\n",
       " 33997  According to one friend quoted in the book, Ha...      1\n",
       " 33998  Describing how they flirted throughout, the au...      1\n",
       " 33999  The pair had now met just twice but Harry alre...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 34:                                                sentences  polit\n",
       " 34000  Meghan, who was in London visiting, documented...      2\n",
       " 34001  Harry was the first to say 'I love you' Prince...      2\n",
       " 34002  Meghan's necklace controversy Meghan Markle wa...      2\n",
       " 34003  The former Suits star, 38, was spotted wearing...      2\n",
       " 34004  The bold move was seen as an early indication ...      2\n",
       " ...                                                  ...    ...\n",
       " 34995  The unidentified man fled the scene after thro...      2\n",
       " 34996  One of the witnesses to Monday's defacement wa...      2\n",
       " 34997  He was pictured standing nearby a man holding ...      1\n",
       " 34998  It read: 'The only time black lives matter is ...      1\n",
       " 34999                             Defend all policemen.'      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 35:                                                sentences  polit\n",
       " 35000  An 'Oreo' is a derogatory term used against pe...      2\n",
       " 35001  The slur suggests the person exhibits behavior...      2\n",
       " 35002  The Black Lives Matter mural outside Trump Tow...      2\n",
       " 35003  Mayor Bill de Blasio, who joined the community...      2\n",
       " 35004  A Trump supporter held up a sign in reference ...      2\n",
       " ...                                                  ...    ...\n",
       " 35995  Ceja was unaware his mother was in a room next...      2\n",
       " 35996  On July 12, Green learned that his father-in-l...      2\n",
       " 35997  His mother-in-law, Marisa, called him 'crying ...      1\n",
       " 35998  Green said she refused to accepted the more th...      1\n",
       " 35999  A funeral for Ceja's mother was held on July 1...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 36:                                                sentences  polit\n",
       " 36000  The same day five more family members tested p...      2\n",
       " 36001  Green said 12 of the 14 who contracted the vir...      2\n",
       " 36002  For those who deny the virus exists or who dow...      2\n",
       " 36003  Before you even know you have it, you’ve passe...      2\n",
       " 36004  Green added: 'You do not want your loved ones ...      2\n",
       " ...                                                  ...    ...\n",
       " 36995  Miller said instead that it is Democrats who w...      2\n",
       " 36996  The problem here, and what I think President T...      2\n",
       " 36997  These Democratic legislators who want to exten...      1\n",
       " 36998  Senate Republican Leader Mitch McConnell shot ...      1\n",
       " 36999  Republican Senator Lindsey Graham (left) and H...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 37:                                                sentences  polit\n",
       " 37000  The White House has little to no say in the ti...      2\n",
       " 37001  The Constitution sets a limit on the president...      2\n",
       " 37002  It then spells out that Congress has to pick t...      2\n",
       " 37003  Initially states did not all choose the electo...      2\n",
       " 37004  In 1845, Congress set the date of the presiden...      2\n",
       " ...                                                  ...    ...\n",
       " 37995                                                APP      2\n",
       " 37996  Other hits he co-wrote include Kenny Chesney's...      2\n",
       " 37997  “I was just speechless,” said Dillon, 65, in a...      1\n",
       " 37998  “Trying to soak in the words that I had just h...      1\n",
       " 37999                    My life flashed before my eyes.      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 38:                                                sentences  polit\n",
       " 38000      You could’ve knocked me over with a feather.”      2\n",
       " 38001   The Associated Press contributed to this report.      2\n",
       " 38002  Exclusive Tekashi 6ix9ine is enjoying his firs...      2\n",
       " 38003  The rapper's attorney, Lance Lazzaro, tells TM...      2\n",
       " 38004  Tekashi's federal probation officer is going t...      2\n",
       " ...                                                  ...    ...\n",
       " 38995                      Big implications for vaccines      2\n",
       " 38996  So, assuming that a large portion of the popul...      2\n",
       " 38997                    There are several implications.      1\n",
       " 38998  For Dr. Bruce Walker, an infectious disease ph...      1\n",
       " 38999  \"What we know is that most vaccines that have ...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 39:                                                sentences  polit\n",
       " 39000  Now, antibodies should theoretically be able t...      2\n",
       " 39001  \"On the other hand, if some viruses sneak thro...      2\n",
       " 39002  \"And therein lies the opportunity for us to re...      2\n",
       " 39003  In other words, they wouldn't protect against ...      2\n",
       " 39004                            That's the hypothesis.\"      2\n",
       " ...                                                  ...    ...\n",
       " 39995  Morgan went on to say that federal agents were...      2\n",
       " 39996                         That's what that's about.”      2\n",
       " 39997      “That's just an absurd comment,” Morgan said.      1\n",
       " 39998  In an interview earlier this month on “Fox New...      1\n",
       " 39999  FIREWORKS, THEN TEAR GAS: NIGHT 62 IN PORTLAND...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 40:                                                sentences  polit\n",
       " 40000  IN TALKS TO PULL OUT FEDERAL OFFICERS “I have ...      2\n",
       " 40001                 No, I’m not going to just say yes.      2\n",
       " 40002  I’m not going to say no, and I didn’t last tim...      2\n",
       " 40003  The comment went viral, sparking scores of hea...      2\n",
       " 40004  Morgan appeared on “Fox News @Night” one day b...      2\n",
       " ...                                                  ...    ...\n",
       " 40995  \" The service will then be followed by interme...      2\n",
       " 40996  Former President Jimmy Carter -- the oldest of...      2\n",
       " 40997  \"The Carters are not traveling these days but ...      1\n",
       " 40998  Carter, 95, issued a statement when the civil ...      1\n",
       " 40999  Thursday's events will cap a series of memoria...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 41:                                                sentences  polit\n",
       " 41000  Lewis died at the age of 80 following a six-mo...      2\n",
       " 41001  As part of a series of events honoring Lewis o...      2\n",
       " 41002  Lewis was a towering figure of the civil right...      2\n",
       " 41003  Angered by the unfairness of the Jim Crow Sout...      2\n",
       " 41004  In the early 1960s, he was a Freedom Rider, ch...      2\n",
       " ...                                                  ...    ...\n",
       " 41995  She lectured Trump over a joke he made on Twit...      2\n",
       " 41996  She also knocked Trump on the subject of gun c...      2\n",
       " 41997  CNN'S STELTER ACCUSED OF BREACHING NETWORK'S C...      1\n",
       " 41998  Anchor Jim Sciutto has entered the anti-Trump ...      1\n",
       " 41999  Trump Takes On the World,” which is described ...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 42:                                                sentences  polit\n",
       " 42000  CNN's star anti-Trump reporter Jim Acosta has ...      2\n",
       " 42001  From accusing the president of having \"authori...      2\n",
       " 42002                                                  \"      2\n",
       " 42003  Perhaps, however, CNN's biggest anti-Trump cri...      2\n",
       " 42004  Stelter, who suggested that questioning Biden'...      2\n",
       " ...                                                  ...    ...\n",
       " 42995  Our sources say Tamar's relatives find it stra...      2\n",
       " 42996  We're told the family believes it's further pr...      2\n",
       " 42997  Tamar's family has noticed a change since she ...      1\n",
       " 42998  They also say he's very involved in her busine...      1\n",
       " 42999  As for David's portrayal in the pilot, someone...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 43:                                                sentences  polit\n",
       " 43000  In the episode, we're told Tamar decides to go...      2\n",
       " 43001  Donald Trump claimed “more white people” died ...      2\n",
       " 43002  Asked by CBS News’ Catherine Herridge why blac...      2\n",
       " 43003  “So are white people, what a terrible question...      2\n",
       " 43004        So are white people,” said president Trump.      2\n",
       " ...                                                  ...    ...\n",
       " 43995  As of Wednesday, Delhi has recorded a total of...      2\n",
       " 43996  The result of the study, however, suggests tha...      2\n",
       " 43997                                          Read More      1\n",
       " 43998  Evan Vucci/AP President Trump said shutting do...      1\n",
       " 43999  \"The scientific path forward is to protect tho...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 44:                                                sentences  polit\n",
       " 44000  \"A permanent shutdown would no longer be the a...      2\n",
       " 44001  He said the purpose of the shutdown was to fla...      2\n",
       " 44002  \"We have done that,\" Trump said, but warned th...      2\n",
       " 44003  Trump said moving forward, it is important to ...      2\n",
       " 44004  \"You want to protect the elderly and socially ...      2\n",
       " ...                                                  ...    ...\n",
       " 44995  Pastor Arthur Hodges, a Pentecostal minister i...      2\n",
       " 44996  Hodges told host Brian Kilmeade that his churc...      2\n",
       " 44997  \"We are looking at all of our options right no...      1\n",
       " 44998                  \"We do have a problem with this.\"      1\n",
       " 44999  CALIFORNIA PASTOR TO DEFY NEWSOM'S SHUTDOWN, P...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 45:                                                sentences  polit\n",
       " 45000  In response to an increase in the number of co...      2\n",
       " 45001       San Diego County is among those on the list.      2\n",
       " 45002  \"There are over 10,000 churches in California,...      2\n",
       " 45003  We were told in the middle of March the goal t...      2\n",
       " 45004                                  Well, guess what?      2\n",
       " ...                                                  ...    ...\n",
       " 45995                 Hopefully, guys police each other.      2\n",
       " 45996                I feel like it’s going to be tough.      2\n",
       " 45997             You see what’s happening in baseball.”      1\n",
       " 45998  Williamson pointed out that baseball teams are...      1\n",
       " 45999  “Guys are used to going out and doing what the...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 46:                                                sentences  polit\n",
       " 46000  “It’s going to take some maturity for guys to ...      2\n",
       " 46001  Coach Adam Gase said he and general manager Jo...      2\n",
       " 46002  “He wasn’t comfortable with the situation, and...      2\n",
       " 46003                             “He made his decision.      2\n",
       " 46004            He made it fairly early in the process.      2\n",
       " ...                                                  ...    ...\n",
       " 46995  “As time goes on I think we’re all getting bet...      2\n",
       " 46996  “And you hope you just won’t have to think abo...      2\n",
       " 46997  Frazier isn’t looking to set anyone else’s age...      1\n",
       " 46998  But in a baseball season so different than any...      1\n",
       " 46999  “It’s a survival of the fittest, everyone tryi...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 47:                                                sentences  polit\n",
       " 47000  “Whoever has the most people standing at the e...      2\n",
       " 47001  North Carolina health officials said Tuesday t...      2\n",
       " 47002  The dog was admitted to the NC State Veterinar...      2\n",
       " 47003  “The dog, unfortunately, succumbed to its acut...      2\n",
       " 47004  “The client alerted staff that a member of the...      2\n",
       " ...                                                  ...    ...\n",
       " 47995  House Democrats reacted furiously to President...      2\n",
       " 47996  “President Trump’s decision to commute the sen...      2\n",
       " 47997  TRUMP COMMUTES ROGER STONE'S SENTENCE, DAYS BE...      1\n",
       " 47998  The White House announced Friday that Trump ha...      1\n",
       " 47999  Stone, who has appealed the conviction and den...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 48:                                                sentences  polit\n",
       " 48000  But the White House said the president had com...      2\n",
       " 48001  “Roger Stone is a victim of the Russia Hoax th...      2\n",
       " 48002  “There was never any collusion between the Tru...      2\n",
       " 48003  Such collusion was never anything other than a...      2\n",
       " 48004  The White House also cited medical risk as a r...      2\n",
       " ...                                                  ...    ...\n",
       " 48995  Gohmert sought to bolster the denial and polit...      2\n",
       " 48996  \"I don't know about everybody, when I have a m...      2\n",
       " 48997  Such signs that leaders are still not taking t...      1\n",
       " 48998  Dr. Ross McKinney Jr., the chief scientific of...      1\n",
       " 48999  \"We're 150,000 now, we have a lot of states wh...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 49:                                                sentences  polit\n",
       " 49000                                                  \"      2\n",
       " 49001  And we're starting to see some of the states t...      2\n",
       " 49002  \"So it's really important for us to organize a...      2\n",
       " 49003  Austin Dillon stayed in front after a restart ...      2\n",
       " 49004  With spectators spread out in the stands on a ...      2\n",
       " ...                                                  ...    ...\n",
       " 49995  “I think with a combination of good public hea...      2\n",
       " 49996  The vote to renominate Donald Trump for US pre...      2\n",
       " 49997  A spokesperson for the Republican National Con...      1\n",
       " 49998  Such nominating conventions are traditionally ...      1\n",
       " 49999  The news comes as Tropical Storm Isaias, which...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 50:                                                sentences  polit\n",
       " 50000  The National Hurricane Centre has said the sto...      2\n",
       " 50001  Florida’s central and northern east coast coul...      2\n",
       " 50002  Download the new Independent Premium app Shari...      2\n",
       " 50003  “My administration will be here for you every ...      2\n",
       " 50004  “We’ve done everything we can do, and now we’r...      2\n",
       " ...                                                  ...    ...\n",
       " 50995  As you’re likely well aware, (1) Chris Harriso...      2\n",
       " 50996             The Bachelorette is currently filming.      2\n",
       " 50997  And while in normal circumstances ditching set...      1\n",
       " 50998  The entire cast and crew are fully locked down...      1\n",
       " 50999  Meaning that since Chris Harrison left set, he...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 51:                                                sentences  polit\n",
       " 51000  Meanwhile, Chris’s trip to Texas comes as Tays...      2\n",
       " 51001  And since Tayshia is reportedly already on-set...      2\n",
       " 51002  Either way, ABC is offering basically zero inf...      2\n",
       " 51003        This content is imported from {embed-name}.      2\n",
       " 51004  You may be able to find the same content in an...      2\n",
       " ...                                                  ...    ...\n",
       " 51995  Mr Trump said Carroll was \"totally lying\" to s...      2\n",
       " 51996  He said it just captured a moment when he was ...      2\n",
       " 51997  The president's lawyers have argued the suit s...      1\n",
       " 51998                                   Associated Press      1\n",
       " 51999  According to the Centers for Disease Control a...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 52:                                                sentences  polit\n",
       " 52000  A new study, however, suggests that skin rashe...      2\n",
       " 52001  The research, published in JAMA Dermatology, n...      2\n",
       " 52002  The patients were aged between 40 and 69 and f...      2\n",
       " 52003  \"This work describes preliminary observations ...      2\n",
       " 52004                                                  \"      2\n",
       " ...                                                  ...    ...\n",
       " 52995          Former Food and Drug Administration (FDA)      2\n",
       " 52996  Commissioner Scott Gottlieb signaled Wednesday...      2\n",
       " 52997  \"Right now, we have close to 1,000 casualties ...      1\n",
       " 52998  More than 142,000 people in the U.S. have died...      1\n",
       " 52999  Currently, the number of deaths per 100,000 pe...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 53:                                                sentences  polit\n",
       " 53000  The official death rate for positive cases is ...      2\n",
       " 53001  ADVERTISEMENT With more than 3.9 million confi...      2\n",
       " 53002  No country has more cases than the U.S. Gottli...      2\n",
       " 53003  The president also encouraged all Americans to...      2\n",
       " 53004  Trump has previously said he doesn't mind wear...      2\n",
       " ...                                                  ...    ...\n",
       " 53995  President Trump Donald John TrumpTrump says he...      2\n",
       " 53996  The call marked Trump’s first phone conversati...      2\n",
       " 53997  The phone call is also Trump’s first with Puti...      1\n",
       " 53998  The White House, which has disputed elements o...      1\n",
       " 53999  ADVERTISEMENT “President Trump and President P...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 54:                                                sentences  polit\n",
       " 54000  “The two leaders also discussed critical bilat...      2\n",
       " 54001  President Trump reiterated his hope of avoidin...      2\n",
       " 54002  The Kremlin said in a statement that the two l...      2\n",
       " 54003  U.S. and Russian officials held arms control t...      2\n",
       " 54004  The Trump administration is pushing for a new ...      2\n",
       " ...                                                  ...    ...\n",
       " 54995  As per study authors, multiple generations of ...      2\n",
       " 54996  The study conducted by Andrew McKenzie, an ass...      2\n",
       " 54997  The study titled \"Language Development During ...      1\n",
       " 54998  The Phys.org report says that in the study, re...      1\n",
       " 54999  According to them, this could lead to an event...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 55:                                                sentences  polit\n",
       " 55000  During the course of the study, McKenzie and P...      2\n",
       " 55001  They used the example of Polynesian sailors wh...      2\n",
       " 55002  While the roots of the sailors were traced bac...      2\n",
       " 55003  The language that emerged was far removed from...      2\n",
       " 55004  According to a statement by The University of ...      2\n",
       " ...                                                  ...    ...\n",
       " 55995  If their appeals ultimately fail, both compani...      2\n",
       " 55996                                         Read more.      2\n",
       " 55997  UBER’S CEO GETS AN OP-ED: Uber CEO Dara Khosro...      1\n",
       " 55998  In a New York Times op-ed published Monday, th...      1\n",
       " 55999  \"Many of our critics ... believe that Uber and...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 56:                                                sentences  polit\n",
       " 56000  \"Given our company’s history, I can understand...      2\n",
       " 56001    But it’s not true, and it’s not what I believe.      2\n",
       " 56002  \" Khosrowshahi claimed that the employment sys...      2\n",
       " 56003  \"There has to be a 'third way' for gig workers...      2\n",
       " 56004  Had such a requirement been the law in every U...      2\n",
       " ...                                                  ...    ...\n",
       " 56995  And so I was a little skeptical when I came to...      2\n",
       " 56996      It sounded a little Marvel-y to me, you know?      2\n",
       " 56997                                    But I had hope.      1\n",
       " 56998  First, because of Charlize Theron, who can pla...      1\n",
       " 56999  The second reason was director Gina Prince-Byt...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 57:                                                sentences  polit\n",
       " 57000                          I knew I could trust her.      2\n",
       " 57001                        And The Old Guard delivers.      2\n",
       " 57002  Yes, there’s a lot of stabbing and bone breaki...      2\n",
       " 57003  You can actually follow the story, which moves...      2\n",
       " 57004  At the film’s center is a tender and expansive...      2\n",
       " ...                                                  ...    ...\n",
       " 57995  And on a more macro level, who knows just how ...      2\n",
       " 57996  They've faced G-League iterations of the Sixer...      2\n",
       " 57997                     Ashley Landis/Associated Press      1\n",
       " 57998          Tough calls await the franchise, as well.      1\n",
       " 57999  Baynes and Saric (restricted) are impending fr...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 58:                                                sentences  polit\n",
       " 58000  The bench needs long-term shot-creation relief...      2\n",
       " 58001  Phoenix would do well to stick with its curren...      2\n",
       " 58002  He has one year left on his contract and doesn...      2\n",
       " 58003                              Do the Suns shop him?      2\n",
       " 58004                         What can they get for him?      2\n",
       " ...                                                  ...    ...\n",
       " 58995  The Miami Heat's 2021 cap sheet leaves his fut...      2\n",
       " 58996  BERLIN—German prosecutors arrested former Wire...      2\n",
       " 58997  The arrests came after government officials sa...      1\n",
       " 58998  Florida Gov. Ron DeSantis Ronald Dion DeSantis...      1\n",
       " 58999  Fauci says hard-hit states should be 'pausing'...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 59:                                                sentences  polit\n",
       " 59000  “I think there was really no justification to ...      2\n",
       " 59001  His defense comes amid criticism of the state ...      2\n",
       " 59002                                      ADVERTISEMENT      2\n",
       " 59003  “Despite the guidelines and the recommendation...      2\n",
       " 59004                             “Certainly Florida ...      2\n",
       " ...                                                  ...    ...\n",
       " 59995  Since 2018, Trump has waged a trade war with C...      2\n",
       " 59996  And increasingly, tech has become tangled up i...      2\n",
       " 59997  “There is no bottom to the US-China relationsh...      1\n",
       " 59998  “The administration is looking for more and mo...      1\n",
       " 59999  And technology, which has helped dramatically ...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 60:                                                sentences  polit\n",
       " 60000  Last August, as China and the US were escalati...      2\n",
       " 60001  Trump gave Huawei a partial death penalty in t...      2\n",
       " 60002            Huawei is a big deal outside of the US.      2\n",
       " 60003  It sold 250 million phones last year — that’s ...      2\n",
       " 60004  So the Trump administration’s effective ban ha...      2\n",
       " ...                                                  ...    ...\n",
       " 60995  \"I'm not a big fan of Fox, I'll be honest with...      2\n",
       " 60996                                 I did in December.      2\n",
       " 60997  You couldn’t do as tough an interview with Com...      1\n",
       " 60998  In the interview with the former FBI director,...      1\n",
       " 60999  you were the director of the FBI while a lot o...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 61:                                                sentences  polit\n",
       " 61000  “It just seems to me that you are very prone t...      2\n",
       " 61001  The Food and Drug Administration is nearing a ...      2\n",
       " 61002  The authorization could come as soon as next w...      2\n",
       " 61003                                             The...      2\n",
       " 61004  A new poll from Gallup finds that 58 percent o...      2\n",
       " ...                                                  ...    ...\n",
       " 61995  Five years later, Meadows was at the center of...      2\n",
       " 61996  He played a key role in convincing Trump in De...      2\n",
       " 61997  As recently as March of 2018, Meadows helped l...      1\n",
       " 61998  This history is shaping how some lawmakers vie...      1\n",
       " 61999  ADVERTISEMENT Sen. Chris Coons Christopher (Ch...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 62:                                                sentences  polit\n",
       " 62000  The Money: Pessimism grows as coronavirus talk...      2\n",
       " 62001  “If you put us in a room to solve it, we’d be ...      2\n",
       " 62002  But Mark Meadows is in this room for the expre...      2\n",
       " 62003  Some Republicans are growing increasingly doub...      2\n",
       " 62004  “We might not get a deal,” Senate Appropriatio...      2\n",
       " ...                                                  ...    ...\n",
       " 62995  \"What's going to happen is on [July] 25, state...      2\n",
       " 62996                                                  \"      2\n",
       " 62997  To get it started back up again, it may take a...      1\n",
       " 62998  I've been told that even in states with modern...      1\n",
       " 62999  \" Jobless Americans will remember the strain o...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 63:                                                sentences  polit\n",
       " 63000  According to data compiled by Andrew Stettner,...      2\n",
       " 63001  While the enhanced benefit effectively expires...      2\n",
       " 63002  Some say continuing to look at the end of July...      2\n",
       " 63003  \"If Congress passes a new package next week, i...      2\n",
       " 63004  Though the $600 weekly benefit was signed into...      2\n",
       " ...                                                  ...    ...\n",
       " 63995  More opportunities are coming, especially with...      2\n",
       " 63996           Personal relationships get a boost, too.      2\n",
       " 63997  Just remember to keep your heart open and don'...      1\n",
       " 63998  If Your Zodiac Sign Is Aquarius (Jan. 20-Feb. 18)      1\n",
       " 63999  Margaret Flatley/Bustle You might be ready to ...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 64:                                                sentences  polit\n",
       " 64000  Though this could be disconcerting, trust that...      2\n",
       " 64001  Your health and well-being improves, but don't...      2\n",
       " 64002                    Financial relief is on the way.      2\n",
       " 64003  If Your Zodiac Sign Is Pisces (Feb. 19-March 2...      2\n",
       " 64004  A secret could be revealed to you this month t...      2\n",
       " ...                                                  ...    ...\n",
       " 64995  BROAD GAINS Manufacturing production in June w...      2\n",
       " 64996  Still, auto output remained nearly 25% below i...      2\n",
       " 64997  Excluding autos, manufacturing production incr...      1\n",
       " 64998  There were increases in the production of long...      1\n",
       " 64999  The surge in manufacturing output combined wit...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 65:                                                sentences  polit\n",
       " 65000                  That followed a 1.4% gain in May.      2\n",
       " 65001  Oil and gas well drilling fell 18.0% and was a...      2\n",
       " 65002  Industrial production contracted at a 42.6% ra...      2\n",
       " 65003  Capacity utilization for the manufacturing sec...      2\n",
       " 65004  Overall capacity use for the industrial sector...      2\n",
       " ...                                                  ...    ...\n",
       " 65995  In the letter, Scott said he was eager to disc...      2\n",
       " 65996  ADVERTISEMENT “I will come back to you in the ...      2\n",
       " 65997  Also Monday night, Washington State coach Nick...      1\n",
       " 65998  A recording of a conversation between Rolovich...      1\n",
       " 65999  Woods had called Rolovich to inform him he was...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 66:                                                sentences  polit\n",
       " 66000  “I spoke with Kassidy Woods in a private phone...      2\n",
       " 66001  This was before the #WeAreUnited group had rel...      2\n",
       " 66002  “Without knowing the concerns of the group, I ...      2\n",
       " 66003  I’m proud of our players and all the Pac-12 st...      2\n",
       " 66004  WSU football student-athletes who have express...      2\n",
       " ...                                                  ...    ...\n",
       " 66995  Agree and Continue Revoke Agreement Decline an...      2\n",
       " 66996  U.S. President Donald Trump addresses supporte...      2\n",
       " 66997                                           REUTERS/      1\n",
       " 66998  Joshua Roberts WASHINGTON (Reuters) - U.S. Pre...      1\n",
       " 66999  Trump, whose public approval ratings have fall...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 67:                                                sentences  polit\n",
       " 67000  The Republican president, who is trailing Demo...      2\n",
       " 67001  “What China did is a terrible thing ... whethe...      2\n",
       " 67002  Biden on Wednesday said a Phase 1 U.S.-trade d...      2\n",
       " 67003  Trump signed an executive order Thursday aimed...      2\n",
       " 67004  Top advisers also have urged the president to ...      2\n",
       " ...                                                  ...    ...\n",
       " 67995  Deaths per day are down to the single digits, ...      2\n",
       " 67996  In the United States, daily case counts that h...      2\n",
       " 67997  The federal government has largely taken a han...      1\n",
       " 67998  Though the CDC has issued guidance for contact...      1\n",
       " 67999  And though Congress authorized billions of dol...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 68:                                                sentences  polit\n",
       " 68000  WINDSOR, England (Reuters) - Prince Philip, th...      2\n",
       " 68001  A former naval officer renowned for his someti...      2\n",
       " 68002  He is now by far the longest-serving consort o...      2\n",
       " 68003  Philip, the Duke of Edinburgh, has been colone...      2\n",
       " 68004  In a ceremony at Windsor Castle, west of Londo...      2\n",
       " ...                                                  ...    ...\n",
       " 68995  There are a variety of different reasons why, ...      2\n",
       " 68996  “I am always in support of the men having the ...      2\n",
       " 68997  And specifically, when it comes to health, the...      1\n",
       " 68998  I think the great thing is we have these prote...      1\n",
       " 68999                   I am going to sit this one out.′      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 69:                                                sentences  polit\n",
       " 69000  And maybe (they) come back next year, and mayb...      2\n",
       " 69001                                      ADVERTISEMENT      2\n",
       " 69002  Any player who opts out creates some decision ...      2\n",
       " 69003  But even if it is a star, an irreplaceable sta...      2\n",
       " 69004  “The opt-out option is a player’s choice and a...      2\n",
       " ...                                                  ...    ...\n",
       " 69995  We collected some of those rocks and brought t...      2\n",
       " 69996  Our results showed us that the field at Saint ...      2\n",
       " 69997  It therefore challenges the idea that the abno...      1\n",
       " 69998  Instead, the whole region has likely been unst...      1\n",
       " 69999  This implies the current situation is not as r...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 70:                                                sentences  polit\n",
       " 70000                     A window into Earth’s interior      2\n",
       " 70001     So what could explain the odd magnetic region?      2\n",
       " 70002  The liquid outer core that is generating it mo...      2\n",
       " 70003  The outer core interacts with a layer called t...      2\n",
       " 70004  That means the mantle is unlikely to have chan...      2\n",
       " ...                                                  ...    ...\n",
       " 70995  Those not needing breathing machines when they...      2\n",
       " 70996  Two other experiments found that early treatme...      2\n",
       " 70997  A study of 293 people from Spain published in ...      1\n",
       " 70998  A similar study by University of Minnesota doc...      1\n",
       " 70999  “It is time to move on” from treating patients...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 71:                                                sentences  polit\n",
       " 71000  REMDESIVIR The only other therapy that’s been ...      2\n",
       " 71001  “The role of remdesivir in severe COVID is now...      2\n",
       " 71002  Details of the government-led remdesivir study...      2\n",
       " 71003  Meanwhile, Gilead Sciences, the company that m...      2\n",
       " 71004  Gilead also has started testing remdesivir in ...      2\n",
       " ...                                                  ...    ...\n",
       " 71995  Wong, who was 17 when he became the face of th...      2\n",
       " 71996  However, he has drummed up support for the pro...      2\n",
       " 71997                               Slideshow (4 Images)      1\n",
       " 71998  He was disqualified from running in the former...      1\n",
       " 71999  Wong has said he supports the idea of a non-bi...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 72:                                                sentences  polit\n",
       " 72000  Wong did not sign a form in which candidates a...      2\n",
       " 72001  The form is not mandatory, but candidates are ...      2\n",
       " 72002                             WASHINGTON (Reuters) -      2\n",
       " 72003  The head of the U.S. Postal Service (USPS) on ...      2\n",
       " 72004                                        FILE PHOTO:      2\n",
       " ...                                                  ...    ...\n",
       " 72995  Here are some of the market bubbles that inves...      2\n",
       " 72996                               STOCK MARKET BONANZA      2\n",
       " 72997  The Federal Reserve has not bought stocks as p...      1\n",
       " 72998  But its near-zero interest rates and credit su...      1\n",
       " 72999  (For S&P 500 vs. U.S. GDP graphic see: here) S...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 73:                                                sentences  polit\n",
       " 73000  The S&P 500’s forward price-to-earnings ratio ...      2\n",
       " 73001  (For S&P price-to-earnings graphic see: here) ...      2\n",
       " 73002  A record $184 billion was raised in U.S. equit...      2\n",
       " 73003  Over $8.9 billion worth of IPOs in the second ...      2\n",
       " 73004  “Why anyone would buy Nissans at Bentley price...      2\n",
       " ...                                                  ...    ...\n",
       " 73995  By choosing “I agree” below, you agree that NP...      2\n",
       " 73996  This information is shared with social media s...      2\n",
       " 73997                                       See details.      1\n",
       " 73998  Agree and Continue Revoke Agreement Decline an...      1\n",
       " 73999  LONDON (Reuters) - Oil prices fell on Monday o...      1\n",
       " \n",
       " [1000 rows x 2 columns],\n",
       " 74:                                                sentences  polit\n",
       " 74000  A 3D printed oil pump jack is seen in front of...      2\n",
       " 74001  REUTERS/Dado Ruvic/Illustration Brent crude sl...      2\n",
       " 74002  In the last month, Brent has been trading in a...      2\n",
       " 74003  “Oil continues to trade in an incredibly range...      2\n",
       " 74004  “Speculators appear to be getting more nervous...      2\n",
       " ...                                                  ...    ...\n",
       " 74995  “On the U.S. side, they can certainly make a m...      2\n",
       " 74996  He said the top U.S. general in Europe always ...      2\n",
       " 74997  Hodges said that, like Germany, neither of the...      1\n",
       " 74998  Wolters and Esper were “doing their best to ta...      1\n",
       " 74999        “I think the damage could have been worse.”      1\n",
       " \n",
       " [1000 rows x 2 columns]}"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sets = range(0,75000,1000)\n",
    "sents={}\n",
    "for (index,i) in enumerate(sets):\n",
    "    sents[index] = pd.DataFrame({'sentences': test_data['sentences'][i:i+1000],'polit':y_pred})\n",
    "sents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "c_set = pd.concat( sents, axis=0,ignore_index=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>sentences</th>\n",
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       "    <tr>\n",
       "      <th>74996</th>\n",
       "      <td>He said the top U.S. general in Europe always ...</td>\n",
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       "    <tr>\n",
       "      <th>74997</th>\n",
       "      <td>Hodges said that, like Germany, neither of the...</td>\n",
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       "      <td>Wolters and Esper were “doing their best to ta...</td>\n",
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       "    <tr>\n",
       "      <th>74999</th>\n",
       "      <td>“I think the damage could have been worse.”</td>\n",
       "      <td>1</td>\n",
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       "</table>\n",
       "<p>75000 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               sentences  polit\n",
       "0      Jamaal Bowman, a progressive insurgent, has sc...      2\n",
       "1      Mr. Bowman, a middle school principal from Yon...      2\n",
       "2      The victory came with the help of an array of ...      2\n",
       "3      As a first-time candidate with a fiery anti-es...      2\n",
       "4      The start of the high school sports season in ...      2\n",
       "...                                                  ...    ...\n",
       "74995  “On the U.S. side, they can certainly make a m...      1\n",
       "74996  He said the top U.S. general in Europe always ...      2\n",
       "74997  Hodges said that, like Germany, neither of the...      1\n",
       "74998  Wolters and Esper were “doing their best to ta...      2\n",
       "74999        “I think the damage could have been worse.”      1\n",
       "\n",
       "[75000 rows x 2 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_set "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "<class 'pandas.core.frame.DataFrame'>\n"
     ]
    }
   ],
   "source": [
    "d_set = pd.concat( [c_set,ddd], axis=0,ignore_index=True)\n",
    "print(type (c_set))\n",
    "print(type (ddd))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <td>The start of the high school sports season in ...</td>\n",
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       "      <th>75077</th>\n",
       "      <td>“What’s really driving the gold market is stim...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75078</th>\n",
       "      <td>It’s the eye candy that’s driving sentiment ri...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75079</th>\n",
       "      <td>With the EU recovery plan sealed, investors wi...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75080</th>\n",
       "      <td>Slideshow (2 Images) Advisers to President Don...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75081</th>\n",
       "      <td>Graphic: World stocks and oil vs COVID-19 - here</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75082 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               sentences  polit\n",
       "0      Jamaal Bowman, a progressive insurgent, has sc...      2\n",
       "1      Mr. Bowman, a middle school principal from Yon...      2\n",
       "2      The victory came with the help of an array of ...      2\n",
       "3      As a first-time candidate with a fiery anti-es...      2\n",
       "4      The start of the high school sports season in ...      2\n",
       "...                                                  ...    ...\n",
       "75077  “What’s really driving the gold market is stim...      2\n",
       "75078  It’s the eye candy that’s driving sentiment ri...      2\n",
       "75079  With the EU recovery plan sealed, investors wi...      2\n",
       "75080  Slideshow (2 Images) Advisers to President Don...      2\n",
       "75081   Graphic: World stocks and oil vs COVID-19 - here      1\n",
       "\n",
       "[75082 rows x 2 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_set.to_csv('../data/test_dataset.csv',index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "e_set = pd.DataFrame(columns=['Sentence','polit'],data=[(' '.join(item.split()),b_set[b_set['Sentence'] == item]['SUBJpolit'].values[0]) for item in b_set['Sentence'] if (len(item.split(' '))>10 and len(item.split(' '))<20) ] )\n",
    "\n",
    "#b_set.to_csv('../data/test_sub.csv',index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <th>1338</th>\n",
       "      <td>confessed taken part abduction isah said yahay...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2750</th>\n",
       "      <td>liberal seeking city hall top job lagging behi...</td>\n",
       "      <td>2</td>\n",
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       "      <th>2332</th>\n",
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       "      <td>2</td>\n",
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       "      <th>1715</th>\n",
       "      <td>opposition adding slave state west largely cre...</td>\n",
       "      <td>2</td>\n",
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       "      <th>1734</th>\n",
       "      <td>change masking rule federal property likely co...</td>\n",
       "      <td>2</td>\n",
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       "</table>\n",
       "<p>3105 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Sentence  SUBJpolit\n",
       "857   may   idrogo contacted pesina arranged pickup ...          1\n",
       "1580  we also know pew polling nearly twothirds repu...          2\n",
       "1570  examining special election least one democrat ...          2\n",
       "2330           biden sign cybersecurity executive order          2\n",
       "812                       previous time loudly reversed          1\n",
       "...                                                 ...        ...\n",
       "1338  confessed taken part abduction isah said yahay...          1\n",
       "2750  liberal seeking city hall top job lagging behi...          2\n",
       "2332  white house acknowledged need done prevent typ...          2\n",
       "1715  opposition adding slave state west largely cre...          2\n",
       "1734  change masking rule federal property likely co...          2\n",
       "\n",
       "[3105 rows x 2 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Sentence</th>\n",
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       "      <td>cyrus reportedly told hemsworth wanted sign pr...</td>\n",
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       "      <th>4</th>\n",
       "      <td>rep claudia tenney offered similar kind misdir...</td>\n",
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       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>he courageous truthteller guy riding golden le...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1358</th>\n",
       "      <td>gohmert downplays january riot speech house fl...</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>1359</th>\n",
       "      <td>confessed taken part abduction isah said yahay...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
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       "      <td>2</td>\n",
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       "      <th>1361</th>\n",
       "      <td>white house acknowledged need done prevent typ...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1362 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Sentence  polit\n",
       "0     may idrogo contacted pesina arranged pickup di...      1\n",
       "1     we also know pew polling nearly twothirds repu...      2\n",
       "2     leo birthday held highlight room rooftop club ...      1\n",
       "3     cyrus reportedly told hemsworth wanted sign pr...      1\n",
       "4     rep claudia tenney offered similar kind misdir...      2\n",
       "...                                                 ...    ...\n",
       "1357  he courageous truthteller guy riding golden le...      1\n",
       "1358  gohmert downplays january riot speech house fl...      2\n",
       "1359  confessed taken part abduction isah said yahay...      1\n",
       "1360  liberal seeking city hall top job lagging behi...      2\n",
       "1361  white house acknowledged need done prevent typ...      2\n",
       "\n",
       "[1362 rows x 2 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "e_set.to_csv('../data/test_sub2.csv',index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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